-
Notifications
You must be signed in to change notification settings - Fork 81
/
Copy pathmachine_learning_map.html
856 lines (622 loc) · 226 KB
/
machine_learning_map.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
<!DOCTYPE html>
<html lang="en" data-content_root="./" >
<head>
<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="viewport" content="width=device-width, initial-scale=1" />
<meta property="og:title" content="12. Choosing the right estimator" />
<meta property="og:type" content="website" />
<meta property="og:url" content="https://scikit-learn/stable/machine_learning_map.html" />
<meta property="og:site_name" content="scikit-learn" />
<meta property="og:description" content="Often the hardest part of solving a machine learning problem can be finding the right estimator for the job. Different estimators are better suited for different types of data and different problem..." />
<meta property="og:image" content="https://scikit-learn.org/stable/_static/scikit-learn-logo-small.png" />
<meta property="og:image:alt" content="scikit-learn" />
<meta name="description" content="Often the hardest part of solving a machine learning problem can be finding the right estimator for the job. Different estimators are better suited for different types of data and different problem..." />
<title>12. Choosing the right estimator — scikit-learn 1.5.2 documentation</title>
<script data-cfasync="false">
document.documentElement.dataset.mode = localStorage.getItem("mode") || "";
document.documentElement.dataset.theme = localStorage.getItem("theme") || "";
</script>
<!-- Loaded before other Sphinx assets -->
<link href="_static/styles/theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="_static/styles/bootstrap.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="_static/styles/pydata-sphinx-theme.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link href="_static/vendor/fontawesome/6.5.2/css/all.min.css?digest=dfe6caa3a7d634c4db9b" rel="stylesheet" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-solid-900.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-brands-400.woff2" />
<link rel="preload" as="font" type="font/woff2" crossorigin href="_static/vendor/fontawesome/6.5.2/webfonts/fa-regular-400.woff2" />
<link rel="stylesheet" type="text/css" href="_static/pygments.css?v=a746c00c" />
<link rel="stylesheet" type="text/css" href="_static/copybutton.css?v=76b2166b" />
<link rel="stylesheet" type="text/css" href="_static/plot_directive.css" />
<link rel="stylesheet" type="text/css" href="https://fonts.googleapis.com/css?family=Vibur" />
<link rel="stylesheet" type="text/css" href="_static/jupyterlite_sphinx.css?v=ca70e7f1" />
<link rel="stylesheet" type="text/css" href="_static/sg_gallery.css?v=d2d258e8" />
<link rel="stylesheet" type="text/css" href="_static/sg_gallery-binder.css?v=f4aeca0c" />
<link rel="stylesheet" type="text/css" href="_static/sg_gallery-dataframe.css?v=2082cf3c" />
<link rel="stylesheet" type="text/css" href="_static/sg_gallery-rendered-html.css?v=1277b6f3" />
<link rel="stylesheet" type="text/css" href="_static/sphinx-design.min.css?v=95c83b7e" />
<link rel="stylesheet" type="text/css" href="_static/styles/colors.css?v=cc94ab7d" />
<link rel="stylesheet" type="text/css" href="_static/styles/custom.css?v=e4cb1417" />
<!-- Pre-loaded scripts that we'll load fully later -->
<link rel="preload" as="script" href="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b" />
<link rel="preload" as="script" href="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b" />
<script src="_static/vendor/fontawesome/6.5.2/js/all.min.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="_static/documentation_options.js?v=73275c37"></script>
<script src="_static/doctools.js?v=9a2dae69"></script>
<script src="_static/sphinx_highlight.js?v=dc90522c"></script>
<script src="_static/clipboard.min.js?v=a7894cd8"></script>
<script src="_static/copybutton.js?v=97f0b27d"></script>
<script src="_static/jupyterlite_sphinx.js?v=d6bdf5f8"></script>
<script src="_static/design-tabs.js?v=f930bc37"></script>
<script data-domain="scikit-learn.org" defer="defer" src="https://views.scientific-python.org/js/script.js"></script>
<script>DOCUMENTATION_OPTIONS.pagename = 'machine_learning_map';</script>
<script>
DOCUMENTATION_OPTIONS.theme_version = '0.15.4';
DOCUMENTATION_OPTIONS.theme_switcher_json_url = 'https://scikit-learn.org/dev/_static/versions.json';
DOCUMENTATION_OPTIONS.theme_switcher_version_match = '1.5.2';
DOCUMENTATION_OPTIONS.show_version_warning_banner = true;
</script>
<script src="_static/scripts/dropdown.js?v=e2048168"></script>
<script src="_static/scripts/version-switcher.js?v=a6dd8357"></script>
<link rel="canonical" href="https://scikit-learn.org/stable/machine_learning_map.html" />
<link rel="icon" href="_static/favicon.ico"/>
<link rel="author" title="About these documents" href="about.html" />
<link rel="search" title="Search" href="search.html" />
<link rel="next" title="13. External Resources, Videos and Talks" href="presentations.html" />
<link rel="prev" title="11.1. Array API support (experimental)" href="modules/array_api.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
</head>
<body data-bs-spy="scroll" data-bs-target=".bd-toc-nav" data-offset="180" data-bs-root-margin="0px 0px -60%" data-default-mode="">
<div id="pst-skip-link" class="skip-link d-print-none"><a href="#main-content">Skip to main content</a></div>
<div id="pst-scroll-pixel-helper"></div>
<button type="button" class="btn rounded-pill" id="pst-back-to-top">
<i class="fa-solid fa-arrow-up"></i>Back to top</button>
<input type="checkbox"
class="sidebar-toggle"
id="pst-primary-sidebar-checkbox"/>
<label class="overlay overlay-primary" for="pst-primary-sidebar-checkbox"></label>
<input type="checkbox"
class="sidebar-toggle"
id="pst-secondary-sidebar-checkbox"/>
<label class="overlay overlay-secondary" for="pst-secondary-sidebar-checkbox"></label>
<div class="search-button__wrapper">
<div class="search-button__overlay"></div>
<div class="search-button__search-container">
<form class="bd-search d-flex align-items-center"
action="search.html"
method="get">
<i class="fa-solid fa-magnifying-glass"></i>
<input type="search"
class="form-control"
name="q"
id="search-input"
placeholder="Search the docs ..."
aria-label="Search the docs ..."
autocomplete="off"
autocorrect="off"
autocapitalize="off"
spellcheck="false"/>
<span class="search-button__kbd-shortcut"><kbd class="kbd-shortcut__modifier">Ctrl</kbd>+<kbd>K</kbd></span>
</form></div>
</div>
<div class="pst-async-banner-revealer d-none">
<aside id="bd-header-version-warning" class="d-none d-print-none" aria-label="Version warning"></aside>
</div>
<header class="bd-header navbar navbar-expand-lg bd-navbar d-print-none">
<div class="bd-header__inner bd-page-width">
<button class="pst-navbar-icon sidebar-toggle primary-toggle" aria-label="Site navigation">
<span class="fa-solid fa-bars"></span>
</button>
<div class=" navbar-header-items__start">
<div class="navbar-item">
<a class="navbar-brand logo" href="index.html">
<img src="_static/scikit-learn-logo-small.png" class="logo__image only-light" alt="scikit-learn homepage"/>
<script>document.write(`<img src="_static/scikit-learn-logo-small.png" class="logo__image only-dark" alt="scikit-learn homepage"/>`);</script>
</a></div>
</div>
<div class=" navbar-header-items">
<div class="me-auto navbar-header-items__center">
<div class="navbar-item">
<nav>
<ul class="bd-navbar-elements navbar-nav">
<li class="nav-item ">
<a class="nav-link nav-internal" href="install.html">
Install
</a>
</li>
<li class="nav-item current active">
<a class="nav-link nav-internal" href="user_guide.html">
User Guide
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="api/index.html">
API
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="auto_examples/index.html">
Examples
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-external" href="https://blog.scikit-learn.org/">
Community
</a>
</li>
<li class="nav-item dropdown">
<button class="btn dropdown-toggle nav-item" type="button" data-bs-toggle="dropdown" aria-expanded="false" aria-controls="pst-nav-more-links">
More
</button>
<ul id="pst-nav-more-links" class="dropdown-menu">
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="getting_started.html">
Getting Started
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="whats_new.html">
Release History
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="glossary.html">
Glossary
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-external" href="https://scikit-learn.org/dev/developers/index.html">
Development
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="faq.html">
FAQ
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="support.html">
Support
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="related_projects.html">
Related Projects
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="roadmap.html">
Roadmap
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="governance.html">
Governance
</a>
</li>
<li class=" ">
<a class="nav-link dropdown-item nav-internal" href="about.html">
About us
</a>
</li>
</ul>
</li>
</ul>
</nav></div>
</div>
<div class="navbar-header-items__end">
<div class="navbar-item navbar-persistent--container">
<script>
document.write(`
<button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
</button>
`);
</script>
</div>
<div class="navbar-item">
<script>
document.write(`
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
</button>
`);
</script></div>
<div class="navbar-item"><ul class="navbar-icon-links"
aria-label="Icon Links">
<li class="nav-item">
<a href="https://github.com/scikit-learn/scikit-learn" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-square-github fa-lg" aria-hidden="true"></i>
<span class="sr-only">GitHub</span></a>
</li>
</ul></div>
<div class="navbar-item">
<script>
document.write(`
<div class="version-switcher__container dropdown">
<button id="pst-version-switcher-button-2"
type="button"
class="version-switcher__button btn btn-sm dropdown-toggle"
data-bs-toggle="dropdown"
aria-haspopup="listbox"
aria-controls="pst-version-switcher-list-2"
aria-label="Version switcher list"
>
Choose version <!-- this text may get changed later by javascript -->
<span class="caret"></span>
</button>
<div id="pst-version-switcher-list-2"
class="version-switcher__menu dropdown-menu list-group-flush py-0"
role="listbox" aria-labelledby="pst-version-switcher-button-2">
<!-- dropdown will be populated by javascript on page load -->
</div>
</div>
`);
</script></div>
</div>
</div>
<div class="navbar-persistent--mobile">
<script>
document.write(`
<button class="btn btn-sm pst-navbar-icon search-button search-button__button" title="Search" aria-label="Search" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="fa-solid fa-magnifying-glass fa-lg"></i>
</button>
`);
</script>
</div>
</div>
</header>
<div class="bd-container">
<div class="bd-container__inner bd-page-width">
<div class="bd-sidebar-primary bd-sidebar">
<div class="sidebar-header-items sidebar-primary__section">
<div class="sidebar-header-items__center">
<div class="navbar-item">
<nav>
<ul class="bd-navbar-elements navbar-nav">
<li class="nav-item ">
<a class="nav-link nav-internal" href="install.html">
Install
</a>
</li>
<li class="nav-item current active">
<a class="nav-link nav-internal" href="user_guide.html">
User Guide
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="api/index.html">
API
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="auto_examples/index.html">
Examples
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-external" href="https://blog.scikit-learn.org/">
Community
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="getting_started.html">
Getting Started
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="whats_new.html">
Release History
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="glossary.html">
Glossary
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-external" href="https://scikit-learn.org/dev/developers/index.html">
Development
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="faq.html">
FAQ
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="support.html">
Support
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="related_projects.html">
Related Projects
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="roadmap.html">
Roadmap
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="governance.html">
Governance
</a>
</li>
<li class="nav-item ">
<a class="nav-link nav-internal" href="about.html">
About us
</a>
</li>
</ul>
</nav></div>
</div>
<div class="sidebar-header-items__end">
<div class="navbar-item">
<script>
document.write(`
<button class="btn btn-sm nav-link pst-navbar-icon theme-switch-button" title="light/dark" aria-label="light/dark" data-bs-placement="bottom" data-bs-toggle="tooltip">
<i class="theme-switch fa-solid fa-sun fa-lg" data-mode="light"></i>
<i class="theme-switch fa-solid fa-moon fa-lg" data-mode="dark"></i>
<i class="theme-switch fa-solid fa-circle-half-stroke fa-lg" data-mode="auto"></i>
</button>
`);
</script></div>
<div class="navbar-item"><ul class="navbar-icon-links"
aria-label="Icon Links">
<li class="nav-item">
<a href="https://github.com/scikit-learn/scikit-learn" title="GitHub" class="nav-link pst-navbar-icon" rel="noopener" target="_blank" data-bs-toggle="tooltip" data-bs-placement="bottom"><i class="fa-brands fa-square-github fa-lg" aria-hidden="true"></i>
<span class="sr-only">GitHub</span></a>
</li>
</ul></div>
<div class="navbar-item">
<script>
document.write(`
<div class="version-switcher__container dropdown">
<button id="pst-version-switcher-button-3"
type="button"
class="version-switcher__button btn btn-sm dropdown-toggle"
data-bs-toggle="dropdown"
aria-haspopup="listbox"
aria-controls="pst-version-switcher-list-3"
aria-label="Version switcher list"
>
Choose version <!-- this text may get changed later by javascript -->
<span class="caret"></span>
</button>
<div id="pst-version-switcher-list-3"
class="version-switcher__menu dropdown-menu list-group-flush py-0"
role="listbox" aria-labelledby="pst-version-switcher-button-3">
<!-- dropdown will be populated by javascript on page load -->
</div>
</div>
`);
</script></div>
</div>
</div>
<div class="sidebar-primary-items__start sidebar-primary__section">
<div class="sidebar-primary-item">
<nav class="bd-docs-nav bd-links"
aria-label="Section Navigation">
<p class="bd-links__title" role="heading" aria-level="1">Section Navigation</p>
<div class="bd-toc-item navbar-nav"><ul class="current nav bd-sidenav">
<li class="toctree-l1 has-children"><a class="reference internal" href="supervised_learning.html">1. Supervised learning</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/linear_model.html">1.1. Linear Models</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/lda_qda.html">1.2. Linear and Quadratic Discriminant Analysis</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/kernel_ridge.html">1.3. Kernel ridge regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/svm.html">1.4. Support Vector Machines</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/sgd.html">1.5. Stochastic Gradient Descent</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/neighbors.html">1.6. Nearest Neighbors</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/gaussian_process.html">1.7. Gaussian Processes</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/cross_decomposition.html">1.8. Cross decomposition</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/naive_bayes.html">1.9. Naive Bayes</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/tree.html">1.10. Decision Trees</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/ensemble.html">1.11. Ensembles: Gradient boosting, random forests, bagging, voting, stacking</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/multiclass.html">1.12. Multiclass and multioutput algorithms</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/feature_selection.html">1.13. Feature selection</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/semi_supervised.html">1.14. Semi-supervised learning</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/isotonic.html">1.15. Isotonic regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/calibration.html">1.16. Probability calibration</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/neural_networks_supervised.html">1.17. Neural network models (supervised)</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="unsupervised_learning.html">2. Unsupervised learning</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/mixture.html">2.1. Gaussian mixture models</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/manifold.html">2.2. Manifold learning</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/clustering.html">2.3. Clustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/biclustering.html">2.4. Biclustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/decomposition.html">2.5. Decomposing signals in components (matrix factorization problems)</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/covariance.html">2.6. Covariance estimation</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/outlier_detection.html">2.7. Novelty and Outlier Detection</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/density.html">2.8. Density Estimation</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/neural_networks_unsupervised.html">2.9. Neural network models (unsupervised)</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="model_selection.html">3. Model selection and evaluation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/cross_validation.html">3.1. Cross-validation: evaluating estimator performance</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/grid_search.html">3.2. Tuning the hyper-parameters of an estimator</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/classification_threshold.html">3.3. Tuning the decision threshold for class prediction</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/model_evaluation.html">3.4. Metrics and scoring: quantifying the quality of predictions</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/learning_curve.html">3.5. Validation curves: plotting scores to evaluate models</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="inspection.html">4. Inspection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/partial_dependence.html">4.1. Partial Dependence and Individual Conditional Expectation plots</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/permutation_importance.html">4.2. Permutation feature importance</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="visualizations.html">5. Visualizations</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="data_transforms.html">6. Dataset transformations</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/compose.html">6.1. Pipelines and composite estimators</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/feature_extraction.html">6.2. Feature extraction</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/preprocessing.html">6.3. Preprocessing data</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/impute.html">6.4. Imputation of missing values</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/unsupervised_reduction.html">6.5. Unsupervised dimensionality reduction</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/random_projection.html">6.6. Random Projection</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/kernel_approximation.html">6.7. Kernel Approximation</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/metrics.html">6.8. Pairwise metrics, Affinities and Kernels</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/preprocessing_targets.html">6.9. Transforming the prediction target (<code class="docutils literal notranslate"><span class="pre">y</span></code>)</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="datasets.html">7. Dataset loading utilities</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="datasets/toy_dataset.html">7.1. Toy datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="datasets/real_world.html">7.2. Real world datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="datasets/sample_generators.html">7.3. Generated datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="datasets/loading_other_datasets.html">7.4. Loading other datasets</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="computing.html">8. Computing with scikit-learn</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="computing/scaling_strategies.html">8.1. Strategies to scale computationally: bigger data</a></li>
<li class="toctree-l2"><a class="reference internal" href="computing/computational_performance.html">8.2. Computational Performance</a></li>
<li class="toctree-l2"><a class="reference internal" href="computing/parallelism.html">8.3. Parallelism, resource management, and configuration</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="model_persistence.html">9. Model persistence</a></li>
<li class="toctree-l1"><a class="reference internal" href="common_pitfalls.html">10. Common pitfalls and recommended practices</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="dispatching.html">11. Dispatching</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/array_api.html">11.1. Array API support (experimental)</a></li>
</ul>
</details></li>
<li class="toctree-l1 current active"><a class="current reference internal" href="#">12. Choosing the right estimator</a></li>
<li class="toctree-l1"><a class="reference internal" href="presentations.html">13. External Resources, Videos and Talks</a></li>
</ul>
</div>
</nav></div>
</div>
<div class="sidebar-primary-items__end sidebar-primary__section">
</div>
<div id="rtd-footer-container"></div>
</div>
<main id="main-content" class="bd-main" role="main">
<div class="bd-content">
<div class="bd-article-container">
<div class="bd-header-article d-print-none">
<div class="header-article-items header-article__inner">
<div class="header-article-items__start">
<div class="header-article-item">
<nav aria-label="Breadcrumb" class="d-print-none">
<ul class="bd-breadcrumbs">
<li class="breadcrumb-item breadcrumb-home">
<a href="index.html" class="nav-link" aria-label="Home">
<i class="fa-solid fa-home"></i>
</a>
</li>
<li class="breadcrumb-item"><a href="user_guide.html" class="nav-link">User Guide</a></li>
<li class="breadcrumb-item active" aria-current="page"><span...</li>
</ul>
</nav>
</div>
</div>
</div>
</div>
<div id="searchbox"></div>
<article class="bd-article">
<section id="choosing-the-right-estimator">
<span id="ml-map"></span><h1><span class="section-number">12. </span>Choosing the right estimator<a class="headerlink" href="#choosing-the-right-estimator" title="Link to this heading">#</a></h1>
<p>Often the hardest part of solving a machine learning problem can be finding the right
estimator for the job. Different estimators are better suited for different types of
data and different problems.</p>
<p>The flowchart below is designed to give users a bit of a rough guide on how to approach
problems with regard to which estimators to try on your data. Click on any estimator in
the chart below to see its documentation. The 😭 emoji is to be read as “if this
estimator does not achieve the desired outcome, then follow the arrow and try the next
one”. Use scroll wheel to zoom in and out, and click and drag to pan around. You can
also download the chart: <a class="reference download internal" download="" href="_downloads/b82bf6cd7438a351f19fac60fbc0d927/ml_map.svg"><code class="xref download docutils literal notranslate"><span class="pre">ml_map.svg</span></code></a>.</p>
<style>
#sk-ml-map {
height: 80vh;
margin: 1.5rem 0;
}
#sk-ml-map svg {
height: 100%;
width: 100%;
border: 2px solid var(--pst-color-border);
border-radius: 0.5rem;
}
html[data-theme="dark"] #sk-ml-map svg {
filter: invert(90%) hue-rotate(180deg);
}
</style>
<script src="_static/scripts/vendor/svg-pan-zoom.min.js"></script>
<script>
document.addEventListener("DOMContentLoaded", function () {
const beforePan = function (oldPan, newPan) {
const gutterWidth = 100, gutterHeight = 100;
const sizes = this.getSizes();
// Compute pan limits
const leftLimit = -((sizes.viewBox.x + sizes.viewBox.width) * sizes.realZoom) + gutterWidth;
const rightLimit = sizes.width - gutterWidth - (sizes.viewBox.x * sizes.realZoom);
const topLimit = -((sizes.viewBox.y + sizes.viewBox.height) * sizes.realZoom) + gutterHeight;
const bottomLimit = sizes.height - gutterHeight - (sizes.viewBox.y * sizes.realZoom);
return {
x: Math.max(leftLimit, Math.min(rightLimit, newPan.x)),
y: Math.max(topLimit, Math.min(bottomLimit, newPan.y))
};
};
// Limit the pan
svgPanZoom("#sk-ml-map svg", {
zoomEnabled: true,
controlIconsEnabled: true,
fit: 1,
center: 1,
beforePan: beforePan,
});
});
</script>
<div id="sk-ml-map"><?xml version="1.0" encoding="UTF-8"?>
<!-- Do not edit this file with editors other than draw.io -->
<!DOCTYPE svg PUBLIC "-//W3C//DTD SVG 1.1//EN" "http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd">
<svg xmlns="http://www.w3.org/2000/svg" xmlns:xlink="http://www.w3.org/1999/xlink" version="1.1" width="1423px" height="772px" viewBox="-0.5 -0.5 1423 772" content="<mxfile host="app.diagrams.net" modified="2024-05-28T03:47:38.813Z" agent="Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/125.0.0.0 Safari/537.36 Edg/125.0.0.0" etag="TB4U6ksWt8jliiA0dJdg" scale="1" border="15" version="24.4.2" type="device"> <diagram name="第 1 页" id="prGmxGi5H6ogpCY3go2q"> <mxGraphModel dx="3143" dy="2358" grid="1" gridSize="10" guides="1" tooltips="1" connect="1" arrows="1" fold="1" page="1" pageScale="1" pageWidth="827" pageHeight="1169" math="0" shadow="0"> <root> <mxCell id="0" /> <mxCell id="1" parent="0" /> <mxCell id="ke5fKqay8JjYpE_cKGV5-45" value="" style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=3;strokeColor=#B3B3B3;fillColor=#FFFFCC;fillStyle=auto;shadow=0;glass=0;" parent="1" vertex="1"> <mxGeometry x="490" y="380" width="530" height="250" as="geometry" /> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-26" value="" style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=3;strokeColor=#B3B3B3;fillColor=#CCE5FF;fillStyle=auto;shadow=0;glass=0;" parent="1" vertex="1"> <mxGeometry x="480" y="60" width="540" height="290" as="geometry" /> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-13" value="" style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=3;strokeColor=#B3B3B3;fillColor=#E5CCFF;fillStyle=auto;shadow=0;glass=0;" parent="1" vertex="1"> <mxGeometry x="-370" y="320" width="560" height="290" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-66" value="" style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=3;strokeColor=#B3B3B3;fillColor=#FFCCCC;fillStyle=auto;shadow=0;glass=0;" parent="1" vertex="1"> <mxGeometry x="-370" y="-30" width="560" height="310" as="geometry" /> </mxCell> <mxCell id="p-bOygNmazyrNX3Cmdq1-1" value="&lt;font style=&quot;font-size: 20px;&quot;&gt;&lt;b&gt;START&lt;/b&gt;&lt;/font&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#FFE6CC;strokeColor=#FF9933;" parent="1" vertex="1"> <mxGeometry x="410" y="-30" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="p-bOygNmazyrNX3Cmdq1-2" value="&amp;gt;50&lt;div&gt;&lt;span style=&quot;font-size: 10px; background-color: initial;&quot;&gt;samples&lt;/span&gt;&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="330" y="80" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-1" value="&lt;font style=&quot;font-size: 10px;&quot;&gt;get&lt;/font&gt;&lt;div&gt;more&lt;/div&gt;&lt;div&gt;data&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="220" y="10" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-5" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=1;entryDx=0;entryDy=0;exitX=0;exitY=0;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="p-bOygNmazyrNX3Cmdq1-2" target="lidfMP7FeTC4yG16FXWw-1" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="270" y="250" as="sourcePoint" /> <mxPoint x="320" y="200" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-6" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1" parent="lidfMP7FeTC4yG16FXWw-5" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-7" value="&lt;font style=&quot;font-size: 10px;&quot;&gt;predicting a&lt;/font&gt;&lt;div&gt;category&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="300" y="190" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-8" value="" style="endArrow=block;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="p-bOygNmazyrNX3Cmdq1-2" target="lidfMP7FeTC4yG16FXWw-7" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="452" y="190" as="sourcePoint" /> <mxPoint x="398" y="155" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-9" value="YES" style="edgeLabel;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;html=1;labelBorderColor=none;textShadow=0;" parent="lidfMP7FeTC4yG16FXWw-8" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-10" value="&lt;div&gt;&lt;span style=&quot;font-size: 10px;&quot;&gt;do you have&lt;/span&gt;&lt;/div&gt;&lt;div&gt;labeled&lt;/div&gt;&lt;div&gt;data&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="210" y="280" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-11" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0;entryDx=0;entryDy=0;exitX=0;exitY=1;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-7" target="lidfMP7FeTC4yG16FXWw-10" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="452" y="240" as="sourcePoint" /> <mxPoint x="412" y="280" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-12" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1" parent="lidfMP7FeTC4yG16FXWw-11" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-13" value="&lt;div&gt;&lt;span style=&quot;font-size: 10px;&quot;&gt;predicting a&lt;/span&gt;&lt;/div&gt;&lt;div&gt;quantity&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="374" y="290" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-14" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0;entryDx=0;entryDy=0;exitX=1;exitY=1;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-7" target="lidfMP7FeTC4yG16FXWw-13" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="452" y="190" as="sourcePoint" /> <mxPoint x="398" y="155" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-15" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1" parent="lidfMP7FeTC4yG16FXWw-14" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-17" value="&lt;div&gt;&lt;span style=&quot;font-size: 10px;&quot;&gt;just&lt;/span&gt;&lt;/div&gt;&lt;div&gt;looking&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;verticalAlign=middle;" parent="1" vertex="1"> <mxGeometry x="330" y="400" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-18" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-13" target="lidfMP7FeTC4yG16FXWw-17" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="384" y="340" as="sourcePoint" /> <mxPoint x="395" y="380" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-19" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1" parent="lidfMP7FeTC4yG16FXWw-18" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-21" value="&lt;div&gt;&lt;span style=&quot;font-size: 10px;&quot;&gt;predicting&lt;/span&gt;&lt;/div&gt;&lt;div&gt;structure&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;verticalAlign=middle;" parent="1" vertex="1"> <mxGeometry x="334" y="510" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-22" value="" style="endArrow=block;html=1;rounded=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-17" target="lidfMP7FeTC4yG16FXWw-21" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="395" y="430" as="sourcePoint" /> <mxPoint x="380" y="570" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-23" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1" parent="lidfMP7FeTC4yG16FXWw-22" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-24" value="" style="endArrow=block;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0;exitY=1;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="p-bOygNmazyrNX3Cmdq1-1" target="p-bOygNmazyrNX3Cmdq1-2" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="331" y="141" as="sourcePoint" /> <mxPoint x="279" y="104" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-26" value="&lt;div&gt;&lt;span style=&quot;background-color: initial;&quot;&gt;tough&lt;/span&gt;&lt;br&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;background-color: initial;&quot;&gt;luck&lt;/span&gt;&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;verticalAlign=middle;" parent="1" vertex="1"> <mxGeometry x="200" y="500" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-27" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0.5;entryDx=0;entryDy=0;exitX=0;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-21" target="lidfMP7FeTC4yG16FXWw-26" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="562" y="120" as="sourcePoint" /> <mxPoint x="508" y="190" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-28" value="&lt;font style=&quot;font-size: 16px;&quot;&gt;&amp;lt;100K&lt;/font&gt;&lt;div style=&quot;&quot;&gt;&lt;span style=&quot;&quot;&gt;&lt;font style=&quot;font-size: 10px;&quot;&gt;samples&lt;/font&gt;&lt;/span&gt;&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="90" y="170" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-29" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=1;entryDx=0;entryDy=0;exitX=0;exitY=0;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-10" target="lidfMP7FeTC4yG16FXWw-28" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="356" y="330" as="sourcePoint" /> <mxPoint x="300" y="345" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-30" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=default;" parent="lidfMP7FeTC4yG16FXWw-29" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="SGD&lt;div&gt;Classifier&lt;/div&gt;" link="./modules/sgd.html#classification" id="lidfMP7FeTC4yG16FXWw-33"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="50" y="60" width="80" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="lidfMP7FeTC4yG16FXWw-34" value="" style="endArrow=block;html=1;rounded=0;entryX=0.75;entryY=1;entryDx=0;entryDy=0;exitX=0.5;exitY=0;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-28" target="lidfMP7FeTC4yG16FXWw-33" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="382" y="170" as="sourcePoint" /> <mxPoint x="358" y="130" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-35" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#FFCCCC;" parent="lidfMP7FeTC4yG16FXWw-34" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="Linear&lt;div&gt;SVC&lt;/div&gt;" link="./modules/svm.html#classification" id="lidfMP7FeTC4yG16FXWw-36"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-30" y="210" width="60" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="lidfMP7FeTC4yG16FXWw-38" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0.5;entryDx=0;entryDy=0;exitX=0;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-28" target="lidfMP7FeTC4yG16FXWw-36" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="162" y="300" as="sourcePoint" /> <mxPoint x="140" y="250" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-39" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=#FFCCCC;" parent="lidfMP7FeTC4yG16FXWw-38" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-42" value="&lt;div&gt;&lt;span style=&quot;background-color: initial;&quot;&gt;text&lt;/span&gt;&lt;br&gt;&lt;/div&gt;&lt;div&gt;data&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="-190" y="170" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-43" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0.5;entryDx=0;entryDy=0;exitX=0;exitY=0.25;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-36" target="lidfMP7FeTC4yG16FXWw-42" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="492" y="100" as="sourcePoint" /> <mxPoint x="438" y="170" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-44" value="&lt;span style=&quot;color: rgb(77, 81, 86); font-family: &amp;quot;Google Sans&amp;quot;, arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;&quot;&gt;😭&lt;/span&gt;" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontColor=#CC6600;fontStyle=1;fontSize=12;labelPosition=center;verticalLabelPosition=middle;labelBackgroundColor=#FFCCCC;" parent="lidfMP7FeTC4yG16FXWw-43" vertex="1" connectable="0"> <mxGeometry x="-0.1306" y="3" relative="1" as="geometry"> <mxPoint x="-1" as="offset" /> </mxGeometry> </mxCell> <UserObject label="Kernel&lt;div&gt;Approximation&lt;/div&gt;" link="./modules/kernel_approximation.html" id="lidfMP7FeTC4yG16FXWw-46"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-130" width="120" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="lidfMP7FeTC4yG16FXWw-47" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0.75;entryDx=0;entryDy=0;exitX=0;exitY=0.25;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-33" target="lidfMP7FeTC4yG16FXWw-46" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="-30" y="213" as="sourcePoint" /> <mxPoint x="-140" y="195" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-48" value="&lt;span style=&quot;color: rgb(77, 81, 86); font-family: &amp;quot;Google Sans&amp;quot;, arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;&quot;&gt;😭&lt;/span&gt;" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontColor=#CC6600;fontStyle=1;fontSize=12;labelPosition=center;verticalLabelPosition=middle;labelBackgroundColor=#FFCCCC;" parent="lidfMP7FeTC4yG16FXWw-47" vertex="1" connectable="0"> <mxGeometry x="-0.1306" y="3" relative="1" as="geometry"> <mxPoint x="-1" as="offset" /> </mxGeometry> </mxCell> <UserObject label="KNeighbors&lt;div&gt;Classifier&lt;/div&gt;" link="./modules/neighbors.html" id="lidfMP7FeTC4yG16FXWw-49"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-170" y="80" width="100" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="lidfMP7FeTC4yG16FXWw-50" value="" style="endArrow=block;html=1;rounded=0;entryX=0.25;entryY=1;entryDx=0;entryDy=0;exitX=0.5;exitY=0;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-42" target="lidfMP7FeTC4yG16FXWw-49" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="140" y="180" as="sourcePoint" /> <mxPoint x="120" y="120" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-51" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#FFCCCC;" parent="lidfMP7FeTC4yG16FXWw-50" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="SVC" link="./modules/svm.html#classification" id="lidfMP7FeTC4yG16FXWw-52"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-328.51" y="55" width="90" height="30" as="geometry" /> </mxCell> </UserObject> <UserObject label="Ensemble&lt;div&gt;Classifiers&lt;/div&gt;" link="./modules/ensemble.html" id="lidfMP7FeTC4yG16FXWw-54"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-328.51" y="85" width="90" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="lidfMP7FeTC4yG16FXWw-56" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0.25;entryDx=0;entryDy=0;exitX=0;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-49" target="lidfMP7FeTC4yG16FXWw-54" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="-20" y="233" as="sourcePoint" /> <mxPoint x="-90" y="225" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-57" value="&lt;span style=&quot;color: rgb(77, 81, 86); font-family: &amp;quot;Google Sans&amp;quot;, arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;&quot;&gt;😭&lt;/span&gt;" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontColor=#CC6600;fontStyle=1;fontSize=12;labelPosition=center;verticalLabelPosition=middle;labelBackgroundColor=#FFCCCC;" parent="lidfMP7FeTC4yG16FXWw-56" vertex="1" connectable="0"> <mxGeometry x="-0.1306" y="3" relative="1" as="geometry"> <mxPoint x="-1" as="offset" /> </mxGeometry> </mxCell> <UserObject label="Naive&lt;div&gt;Bayes&lt;/div&gt;" link="./modules/naive_bayes.html" id="lidfMP7FeTC4yG16FXWw-58"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-313.51" y="170" width="60" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="lidfMP7FeTC4yG16FXWw-60" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0.5;entryDx=0;entryDy=0;exitX=0;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-42" target="lidfMP7FeTC4yG16FXWw-58" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="100" y="215" as="sourcePoint" /> <mxPoint x="40" y="233" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-61" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=#FFCCCC;" parent="lidfMP7FeTC4yG16FXWw-60" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="lidfMP7FeTC4yG16FXWw-62" value="&lt;span style=&quot;font-size: 24px;&quot;&gt;&lt;font face=&quot;Georgia&quot; style=&quot;font-size: 24px;&quot;&gt;classification&lt;/font&gt;&lt;/span&gt;" style="text;html=1;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=24;fontStyle=1" parent="1" vertex="1"> <mxGeometry x="-350" y="-10" width="170" height="40" as="geometry" /> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-10" value="&lt;div style=&quot;font-size: 12px;&quot;&gt;&lt;font style=&quot;font-size: 12px;&quot;&gt;&lt;span style=&quot;background-color: initial; font-size: 12px;&quot;&gt;number of&lt;/span&gt;&lt;br style=&quot;font-size: 12px;&quot;&gt;&lt;/font&gt;&lt;/div&gt;&lt;div style=&quot;font-size: 12px;&quot;&gt;&lt;font style=&quot;font-size: 12px;&quot;&gt;categories&lt;/font&gt;&lt;/div&gt;&lt;div style=&quot;font-size: 12px;&quot;&gt;&lt;font style=&quot;font-size: 12px;&quot;&gt;known&lt;/font&gt;&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=12;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry y="360" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-11" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0;entryDx=0;entryDy=0;exitX=0;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-10" target="ZhISbIufsCQTaueA5Ebt-10" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="395" y="430" as="sourcePoint" /> <mxPoint x="370" y="470" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-12" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#E5CCFF;" parent="ZhISbIufsCQTaueA5Ebt-11" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-14" value="&lt;font style=&quot;font-size: 16px;&quot;&gt;&amp;lt;10K&lt;/font&gt;&lt;div style=&quot;&quot;&gt;&lt;span style=&quot;&quot;&gt;&lt;font style=&quot;font-size: 10px;&quot;&gt;samples&lt;/font&gt;&lt;/span&gt;&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="70" y="460" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-15" value="&lt;font style=&quot;font-size: 16px;&quot;&gt;&amp;lt;10K&lt;/font&gt;&lt;div style=&quot;&quot;&gt;&lt;span style=&quot;&quot;&gt;&lt;font style=&quot;font-size: 10px;&quot;&gt;samples&lt;/font&gt;&lt;/span&gt;&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="-140" y="410" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-16" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0;entryDx=0;entryDy=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ZhISbIufsCQTaueA5Ebt-14" target="lidfMP7FeTC4yG16FXWw-26" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="370" y="540" as="sourcePoint" /> <mxPoint x="395" y="600" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-17" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#E5CCFF;" parent="ZhISbIufsCQTaueA5Ebt-16" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-18" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0;entryDx=0;entryDy=0;exitX=1;exitY=1;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ZhISbIufsCQTaueA5Ebt-10" target="ZhISbIufsCQTaueA5Ebt-14" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="120" y="550" as="sourcePoint" /> <mxPoint x="202" y="620" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-19" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#E5CCFF;" parent="ZhISbIufsCQTaueA5Ebt-18" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-20" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0;entryDx=0;entryDy=0;exitX=0;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ZhISbIufsCQTaueA5Ebt-10" target="ZhISbIufsCQTaueA5Ebt-15" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="355" y="330" as="sourcePoint" /> <mxPoint x="300" y="345" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-21" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=#E5CCFF;" parent="ZhISbIufsCQTaueA5Ebt-20" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="MeanShift" link="./modules/clustering.html#mean-shift" id="ZhISbIufsCQTaueA5Ebt-22"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-60" y="530" width="90" height="30" as="geometry" /> </mxCell> </UserObject> <UserObject label="VBGMM" link="./modules/mixture.html#bgmm" id="ZhISbIufsCQTaueA5Ebt-23"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-60" y="560" width="90" height="30" as="geometry" /> </mxCell> </UserObject> <mxCell id="ZhISbIufsCQTaueA5Ebt-24" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0.75;entryDx=0;entryDy=0;exitX=0;exitY=1;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ZhISbIufsCQTaueA5Ebt-14" target="ZhISbIufsCQTaueA5Ebt-22" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="10" y="405" as="sourcePoint" /> <mxPoint x="-61" y="430" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-25" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=#E5CCFF;" parent="ZhISbIufsCQTaueA5Ebt-24" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="MiniBatch&lt;div&gt;KMeans&lt;/div&gt;" link="./modules/clustering.html#mini-batch-k-means" id="ZhISbIufsCQTaueA5Ebt-26"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-195" y="520" width="90" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="ZhISbIufsCQTaueA5Ebt-27" value="" style="endArrow=block;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0;exitY=1;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ZhISbIufsCQTaueA5Ebt-15" target="ZhISbIufsCQTaueA5Ebt-26" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="79" y="430" as="sourcePoint" /> <mxPoint x="91" y="480" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-28" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#E5CCFF;" parent="ZhISbIufsCQTaueA5Ebt-27" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-29" value="&lt;span style=&quot;font-size: 24px;&quot;&gt;&lt;font face=&quot;Georgia&quot; style=&quot;font-size: 24px;&quot;&gt;clustering&lt;/font&gt;&lt;/span&gt;" style="text;html=1;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=24;fontStyle=1" parent="1" vertex="1"> <mxGeometry x="-347.02" y="480" width="138.51" height="40" as="geometry" /> </mxCell> <UserObject label="KMeans" link="./modules/clustering.html#k-means" id="ZhISbIufsCQTaueA5Ebt-30"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-208.51" y="340" width="78.51" height="30" as="geometry" /> </mxCell> </UserObject> <mxCell id="ZhISbIufsCQTaueA5Ebt-31" value="" style="endArrow=block;html=1;rounded=0;entryX=0.75;entryY=1;entryDx=0;entryDy=0;exitX=0;exitY=0;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ZhISbIufsCQTaueA5Ebt-15" target="ZhISbIufsCQTaueA5Ebt-30" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="10" y="405" as="sourcePoint" /> <mxPoint x="-61" y="430" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-32" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=#E5CCFF;" parent="ZhISbIufsCQTaueA5Ebt-31" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="&lt;div&gt;Spectral&lt;/div&gt;&lt;div&gt;Clustering&lt;/div&gt;" link="./modules/clustering.html#spectral-clustering" id="ZhISbIufsCQTaueA5Ebt-33"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-350" y="380" width="90" height="50" as="geometry" /> </mxCell> </UserObject> <UserObject label="GMM" link="./modules/mixture.html" id="ZhISbIufsCQTaueA5Ebt-34"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="-350" y="430" width="90" height="30" as="geometry" /> </mxCell> </UserObject> <mxCell id="ZhISbIufsCQTaueA5Ebt-35" value="" style="endArrow=block;html=1;rounded=0;entryX=1;entryY=0.25;entryDx=0;entryDy=0;exitX=0;exitY=0.75;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ZhISbIufsCQTaueA5Ebt-30" target="ZhISbIufsCQTaueA5Ebt-33" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="-20" y="233" as="sourcePoint" /> <mxPoint x="-100" y="215" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ZhISbIufsCQTaueA5Ebt-36" value="&lt;span style=&quot;color: rgb(77, 81, 86); font-family: &amp;quot;Google Sans&amp;quot;, arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;&quot;&gt;😭&lt;/span&gt;" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontColor=#CC6600;fontStyle=1;fontSize=12;labelPosition=center;verticalLabelPosition=middle;labelBackgroundColor=#E5CCFF;" parent="ZhISbIufsCQTaueA5Ebt-35" vertex="1" connectable="0"> <mxGeometry x="-0.1306" y="3" relative="1" as="geometry"> <mxPoint x="-1" as="offset" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-1" value="&lt;font style=&quot;font-size: 16px;&quot;&gt;&amp;lt;100K&lt;/font&gt;&lt;div style=&quot;&quot;&gt;&lt;span style=&quot;&quot;&gt;&lt;font style=&quot;font-size: 10px;&quot;&gt;samples&lt;/font&gt;&lt;/span&gt;&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="500" y="210" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-2" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;exitX=1;exitY=0;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-13" target="ke5fKqay8JjYpE_cKGV5-1" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="350" y="210" as="sourcePoint" /> <mxPoint x="384" y="260" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-3" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1" parent="ke5fKqay8JjYpE_cKGV5-2" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-5" value="&lt;div style=&quot;font-size: 12px;&quot;&gt;few features&lt;/div&gt;&lt;div style=&quot;font-size: 12px;&quot;&gt;should be&lt;/div&gt;&lt;div style=&quot;font-size: 12px;&quot;&gt;important&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=12;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="650" y="220" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-6" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-1" target="ke5fKqay8JjYpE_cKGV5-5" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="424" y="315" as="sourcePoint" /> <mxPoint x="522" y="280" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-7" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=#CCE5FF;" parent="ke5fKqay8JjYpE_cKGV5-6" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="&lt;div&gt;SGD&lt;/div&gt;&lt;div&gt;Regressor&lt;/div&gt;" link="./modules/sgd.html#regression" id="ke5fKqay8JjYpE_cKGV5-8"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="590" y="135" width="90" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-9" value="" style="endArrow=block;html=1;rounded=0;entryX=0.25;entryY=1;entryDx=0;entryDy=0;exitX=1;exitY=0;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-1" target="ke5fKqay8JjYpE_cKGV5-8" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="384" y="350" as="sourcePoint" /> <mxPoint x="396" y="400" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-10" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#CCE5FF;" parent="ke5fKqay8JjYpE_cKGV5-9" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="Lasso" link="./modules/linear_model.html#lasso" id="ke5fKqay8JjYpE_cKGV5-13"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="720" y="105" width="90" height="30" as="geometry" /> </mxCell> </UserObject> <UserObject label="ElasticNet" link="./modules/linear_model.html#elastic-net" id="ke5fKqay8JjYpE_cKGV5-14"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="720" y="135" width="90" height="30" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-15" value="" style="endArrow=block;html=1;rounded=0;entryX=0.25;entryY=1;entryDx=0;entryDy=0;exitX=1;exitY=0;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-5" target="ke5fKqay8JjYpE_cKGV5-14" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="590" y="255" as="sourcePoint" /> <mxPoint x="660" y="265" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-16" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=#CCE5FF;" parent="ke5fKqay8JjYpE_cKGV5-15" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="RidgeRegression" link="./modules/linear_model.html#ridge-regression" id="ke5fKqay8JjYpE_cKGV5-17"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="790" y="270" width="140" height="30" as="geometry" /> </mxCell> </UserObject> <UserObject label="SVR&lt;font style=&quot;font-size: 12px;&quot;&gt;(kernel=&quot;linear&quot;)&lt;/font&gt;" link="./modules/svm.html#regression" id="ke5fKqay8JjYpE_cKGV5-18"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="790" y="300" width="140" height="30" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-19" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-5" target="ke5fKqay8JjYpE_cKGV5-17" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="578" y="230" as="sourcePoint" /> <mxPoint x="613" y="180" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-20" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#CCE5FF;" parent="ke5fKqay8JjYpE_cKGV5-19" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="SVR&lt;font style=&quot;font-size: 12px;&quot;&gt;(kernel=&quot;rbf&quot;)&lt;/font&gt;" link="./modules/svm.html#regression" id="ke5fKqay8JjYpE_cKGV5-21"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="880" y="130" width="120" height="30" as="geometry" /> </mxCell> </UserObject> <UserObject label="Ensemble&lt;div&gt;Regressors&lt;/div&gt;" link="./modules/ensemble.html" id="ke5fKqay8JjYpE_cKGV5-23"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="880" y="160" width="120" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-24" value="" style="endArrow=block;html=1;rounded=0;entryX=0.25;entryY=1;entryDx=0;entryDy=0;exitX=0.75;exitY=0;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-17" target="ke5fKqay8JjYpE_cKGV5-23" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="990" y="255" as="sourcePoint" /> <mxPoint x="930" y="220" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-25" value="&lt;span style=&quot;color: rgb(77, 81, 86); font-family: &amp;quot;Google Sans&amp;quot;, arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;&quot;&gt;😭&lt;/span&gt;" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontColor=#CC6600;fontStyle=1;fontSize=12;labelPosition=center;verticalLabelPosition=middle;labelBackgroundColor=#CCE5FF;" parent="ke5fKqay8JjYpE_cKGV5-24" vertex="1" connectable="0"> <mxGeometry x="-0.1306" y="3" relative="1" as="geometry"> <mxPoint x="-1" as="offset" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-27" value="&lt;span style=&quot;font-size: 24px;&quot;&gt;&lt;font face=&quot;Georgia&quot; style=&quot;font-size: 24px;&quot;&gt;regression&lt;/font&gt;&lt;/span&gt;" style="text;html=1;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=24;fontStyle=1" parent="1" vertex="1"> <mxGeometry x="500" y="80" width="140" height="40" as="geometry" /> </mxCell> <UserObject label="&lt;div&gt;&lt;span style=&quot;background-color: initial;&quot;&gt;Ramdomized&lt;/span&gt;&lt;br&gt;&lt;/div&gt;&lt;div&gt;&lt;span style=&quot;background-color: initial;&quot;&gt;PCA&lt;/span&gt;&lt;/div&gt;" link="./modules/decomposition.html#principal-component-analysis-pca" id="ke5fKqay8JjYpE_cKGV5-28"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="515" y="410" width="110" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-29" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="lidfMP7FeTC4yG16FXWw-17" target="ke5fKqay8JjYpE_cKGV5-28" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="424" y="295" as="sourcePoint" /> <mxPoint x="521" y="260" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-30" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1" parent="ke5fKqay8JjYpE_cKGV5-29" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-31" value="&lt;font style=&quot;font-size: 16px;&quot;&gt;&amp;lt;10K&lt;/font&gt;&lt;div style=&quot;&quot;&gt;&lt;span style=&quot;&quot;&gt;&lt;font style=&quot;font-size: 10px;&quot;&gt;samples&lt;/font&gt;&lt;/span&gt;&lt;/div&gt;" style="ellipse;whiteSpace=wrap;html=1;fontSize=16;fontFamily=Georgia;labelBorderColor=none;strokeWidth=5;gradientColor=none;fillColor=#CCE5FF;strokeColor=#3399FF;" parent="1" vertex="1"> <mxGeometry x="515" y="520" width="80" height="70" as="geometry" /> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-32" value="" style="endArrow=block;html=1;rounded=0;entryX=0.5;entryY=0;entryDx=0;entryDy=0;exitX=0.5;exitY=1;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-28" target="ke5fKqay8JjYpE_cKGV5-31" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="541" y="490" as="sourcePoint" /> <mxPoint x="490" y="520" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-33" value="&lt;span style=&quot;color: rgb(77, 81, 86); font-family: &amp;quot;Google Sans&amp;quot;, arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;&quot;&gt;😭&lt;/span&gt;" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontColor=#CC6600;fontStyle=1;fontSize=12;labelPosition=center;verticalLabelPosition=middle;labelBackgroundColor=#FFFFCC;" parent="ke5fKqay8JjYpE_cKGV5-32" vertex="1" connectable="0"> <mxGeometry x="-0.1306" y="3" relative="1" as="geometry"> <mxPoint x="-1" as="offset" /> </mxGeometry> </mxCell> <UserObject label="Kernel&lt;div&gt;Approximation&lt;/div&gt;" link="./modules/kernel_approximation.html" id="ke5fKqay8JjYpE_cKGV5-34"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="670" y="550" width="120" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-35" value="" style="endArrow=block;html=1;rounded=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#FF3333;strokeWidth=3;endFill=1;endSize=5;startSize=0;entryX=0;entryY=0.25;entryDx=0;entryDy=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-31" target="ke5fKqay8JjYpE_cKGV5-34" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="415" y="530" as="sourcePoint" /> <mxPoint x="429" y="570" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-36" value="NO" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#FF3333;fontSize=12;fontStyle=1;labelBackgroundColor=#FFFFCC;" parent="ke5fKqay8JjYpE_cKGV5-35" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="IsoMap" link="./modules/manifold.html#isomap" id="ke5fKqay8JjYpE_cKGV5-37"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="680" y="430" width="100" height="30" as="geometry" /> </mxCell> </UserObject> <UserObject label="&lt;div&gt;Spectral&lt;/div&gt;&lt;div&gt;Embedding&lt;/div&gt;" link="./modules/manifold.html#spectral-embedding" id="ke5fKqay8JjYpE_cKGV5-38"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="680" y="460" width="100" height="50" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-39" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0.75;entryDx=0;entryDy=0;exitX=1;exitY=0;exitDx=0;exitDy=0;strokeColor=#009900;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-31" target="ke5fKqay8JjYpE_cKGV5-38" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="410" y="495" as="sourcePoint" /> <mxPoint x="525" y="458" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-40" value="YES" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontFamily=Georgia;fontColor=#009900;fontSize=12;fontStyle=1;labelBackgroundColor=#FFFFCC;" parent="ke5fKqay8JjYpE_cKGV5-39" vertex="1" connectable="0"> <mxGeometry x="-0.1867" y="2" relative="1" as="geometry"> <mxPoint as="offset" /> </mxGeometry> </mxCell> <UserObject label="LLE" link="./modules/manifold.html#locally-linear-embedding" id="ke5fKqay8JjYpE_cKGV5-41"> <mxCell style="rounded=1;whiteSpace=wrap;html=1;strokeWidth=5;strokeColor=#00CC66;fillColor=#CCFFE6;fontFamily=Georgia;fontSize=16;" parent="1" vertex="1"> <mxGeometry x="860" y="490" width="50" height="30" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-42" value="" style="endArrow=block;html=1;rounded=0;entryX=0;entryY=0.5;entryDx=0;entryDy=0;exitX=1;exitY=0.5;exitDx=0;exitDy=0;strokeColor=#FF9933;strokeWidth=3;endFill=1;endSize=5;startSize=0;" parent="1" source="ke5fKqay8JjYpE_cKGV5-38" target="ke5fKqay8JjYpE_cKGV5-41" edge="1"> <mxGeometry width="50" height="50" relative="1" as="geometry"> <mxPoint x="580" y="470" as="sourcePoint" /> <mxPoint x="565" y="530" as="targetPoint" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-43" value="&lt;span style=&quot;color: rgb(77, 81, 86); font-family: &amp;quot;Google Sans&amp;quot;, arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;&quot;&gt;😭&lt;/span&gt;" style="edgeLabel;html=1;align=center;verticalAlign=middle;resizable=0;points=[];fontColor=#CC6600;fontStyle=1;fontSize=12;labelPosition=center;verticalLabelPosition=middle;labelBackgroundColor=#FFFFCC;" parent="ke5fKqay8JjYpE_cKGV5-42" vertex="1" connectable="0"> <mxGeometry x="-0.1306" y="3" relative="1" as="geometry"> <mxPoint x="-1" as="offset" /> </mxGeometry> </mxCell> <mxCell id="ke5fKqay8JjYpE_cKGV5-44" value="&lt;span style=&quot;font-size: 24px;&quot;&gt;&lt;font face=&quot;Georgia&quot; style=&quot;font-size: 24px;&quot;&gt;dimensionality&lt;/font&gt;&lt;/span&gt;&lt;div&gt;&lt;span style=&quot;font-size: 24px;&quot;&gt;&lt;font face=&quot;Georgia&quot; style=&quot;font-size: 24px;&quot;&gt;reduction&lt;/font&gt;&lt;/span&gt;&lt;/div&gt;" style="text;html=1;align=center;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=24;fontStyle=1" parent="1" vertex="1"> <mxGeometry x="810" y="542" width="210" height="65" as="geometry" /> </mxCell> <UserObject label="" id="ke5fKqay8JjYpE_cKGV5-47"> <mxCell style="shape=image;verticalLabelPosition=bottom;labelBackgroundColor=default;verticalAlign=top;aspect=fixed;imageAspect=0;image=data:image/svg+xml,<svg xmlns="http://www.w3.org/2000/svg" width="1251" viewBox="0 0 1251 675" height="675"><path fill="#f89939" d="m959.940063 573.065979c152.410401-152.40155 177.740967-374.157013 56.573914-495.315063-121.148987-121.144471-342.895386-95.818482-495.296936 56.573974-152.40155 152.397125-108.314972 443.556091-56.564972 495.315003 41.818482 41.818542 342.895538 95.818542 495.287994-56.573914z"/><path fill="#3499cd" d="m334.575043 352.849548c-88.415985-88.416046-217.089035-103.135528-287.401535-32.827575-70.294476 70.299041-55.597481 198.98999 32.836487 287.392578 88.434036 88.442993 257.377548 62.860473 287.383529 32.827453 24.281983-24.241455 55.624481-198.967468-32.818481-287.392456z"/><g fill="#010101"><path d="m639.643494 535.711487c-15.619507 14.377502-29.322022 24.988525-41.09845 31.805969-11.77655 6.840088-23.008545 10.255493-33.696045 10.255493-12.293945 0-22.212036-4.765503-29.731445-14.300903-7.53302-9.544556-11.286011-22.342529-11.286011-38.443543 0-24.12445 5.228943-53.086486 15.686951-86.854461 10.440063-33.795044 23.152527-64.935089 38.083496-93.424561l43.780456-16.208954c1.37262-.459106 2.416565-.692962 3.109558-.692962 3.321045 0 6.065979 2.447876 8.172059 7.321411 2.128417 4.896057 3.199462 11.474945 3.199462 19.746002 0 23.440582-5.395507 46.134064-16.208923 68.080505-10.809082 21.955475-27.693054 45.386963-50.670044 70.321534-.922546 11.951904-1.381531 20.159912-1.381531 24.646484 0 10.003418 1.835999 17.918945 5.512513 23.782471 3.680969 5.872497 8.55896 8.788574 14.651977 8.788574 6.214478 0 12.81604-2.223145 19.827026-6.705139 6.997559-4.490906 17.685059-13.787964 32.044434-27.931458v19.813538zm-66.005982-67.378479c14.589051-16.222534 26.4375-34.416016 35.509461-54.544495 9.072082-20.137512 13.603576-37.458008 13.603576-51.97055 0-4.230011-.625549-7.667908-1.881042-10.250916-1.264527-2.587555-2.884461-3.888061-4.833008-3.888061-4.234436 0-10.421936 10.583953-18.526489 31.75653-8.104492 21.16803-16.060547 50.805024-23.872498 88.897492z"/><path d="m768.577576 535.711487c-14.589051 14.377502-27.684021 24.988525-39.294007 31.805969-11.610046 6.840088-24.40802 10.255493-38.43457 10.255493-15.628418 0-28.237427-4.999511-37.844971-14.984985-9.589416-10.012512-14.377441-23.156983-14.377441-39.478516 0-24.353943 8.4375-46.390472 25.348511-66.095947 16.875-19.714569 35.612976-29.565063 56.178039-29.565063 10.6875 0 19.237488 2.767608 25.681519 8.279998 6.434936 5.521576 9.652405 12.753083 9.652405 21.717072 0 23.791443-25.27649 43.083038-75.833924 57.910461 4.589966 22.396607 16.595947 33.610474 36.018006 33.610474 7.586853 0 14.818481-2.038513 21.707885-6.106506 6.907471-4.085938 17.298096-13.148926 31.203064-27.157471v19.809021zm-90.315064-31.878052c29.407532-8.279999 44.12262-23.552917 44.12262-45.845947 0-11.02948-4.027588-16.541992-12.06012-16.541992-7.586975 0-14.818481 5.764526-21.708008 17.325012-6.911926 11.542541-10.354492 26.554504-10.354492 45.062927z"/><path d="m952.654419 535.711487c-18.386963 17.464538-31.545044 28.853943-39.464905 34.146057-7.929138 5.282898-15.511597 7.919922-22.756531 7.919922-18.157531 0-26.712036-16.024536-25.681518-48.087036-11.488526 16.42511-22.095032 28.548095-31.805969 36.378051-9.702027 7.812012-19.723511 11.708985-30.078125 11.708985-10.097901 0-18.683899-4.729492-25.762391-14.210938-7.078613-9.481506-10.593017-21.109558-10.593017-34.91101 0-17.226014 4.729492-33.660035 14.201904-49.297577 9.49054-15.628449 21.640625-28.255463 36.459107-37.907929 14.818481-9.652588 27.931518-14.485473 39.293945-14.485473 14.368469 0 24.426086 6.610473 30.172485 19.817993l35.226013-19.467102h9.666016l-15.214538 50.494537c-7.811951 25.402435-11.731507 42.813019-11.731507 52.231476 0 9.877502 3.496582 14.818481 10.512024 14.818481 4.463989 0 9.404968-2.380432 14.80957-7.154968 5.404419-4.774536 12.97345-12.041992 22.738404-21.807007v19.813538zm-126.166443 9.490539c11.488403 0 22.31543-9.791992 32.503479-29.380615 10.170044-19.597412 15.250549-37.678406 15.250549-54.220398 0-6.426025-1.449096-11.461487-4.306518-15.075012-2.884583-3.631531-6.731995-5.431519-11.547058-5.431519-11.497437 0-22.396424 9.765076-32.66095 29.303956-10.282532 19.539062-15.434998 37.521057-15.434998 53.937133 0 6.214417 1.53003 11.240906 4.571961 15.092896 3.041992 3.852051 6.903015 5.773559 11.623535 5.773559z"/><path d="m1081.412964 535.711487c-28.844971 28.264526-51.083985 42.40802-66.708008 42.40802-7.015442 0-12.9375-2.96106-17.752563-8.860596-4.814881-5.921875-7.240357-13.25238-7.240357-21.991455 0-16.200012 8.684937-37.907898 26.032471-65.146454-8.509583 4.369538-17.806458 7.402436-27.922547 9.130463-7.470031 13.787964-19.19696 28.615539-35.162963 44.455505h-3.955506v-15.493469c8.954956-9.305969 17.059448-19.30957 24.299988-29.99707-9.895569-4.369416-14.827454-10.862885-14.827454-19.46698 0-8.860474 3.005982-18.30597 9.053955-28.372437 6.03003-10.044006 14.328003-15.065979 24.907532-15.065979 8.963928 0 13.436951 4.580872 13.436951 13.778931 0 7.240539-2.583008 17.577026-7.762512 31.027588 19.071045-2.074524 35.734558-16.654602 49.990539-43.780518l15.678101-.693115-16.029053 44.12262c-6.660034 18.616455-10.970947 31.297424-12.919556 38.011444-1.948608 6.714019-2.934082 12.672027-2.934082 17.833587 0 4.832886 1.125 8.693848 3.357056 11.546875 2.241089 2.893555 5.265015 4.315552 9.053955 4.315552 4.130982 0 8.104614-1.412964 11.893555-4.212036 3.789062-2.839539 12.293945-10.615479 25.515014-23.368408v19.817932z"/><path d="m1250.676025 535.711487c-26.541015 28.053039-49.306518 42.065979-68.255981 42.065979-7.699463 0-13.905029-2.700073-18.616455-8.104492-4.720581-5.395508-7.074097-12.631531-7.074097-21.708008 0-12.294007 5.0625-31.085938 15.178589-56.353424 5.395508-13.563019 8.104492-22.194031 8.104492-25.857025 0-3.681092-1.448974-5.521576-4.306518-5.521576-1.606568 0-3.744019.810089-6.380982 2.407501-2.425537 1.606506-5.238037 3.865539-8.455566 6.732025-2.866455 2.636993-6.093018 5.854462-9.652466 9.63446-3.109497 3.244538-6.44397 6.916596-9.985596 11.038514l-9.665893 11.214019c-4.243408 5.166047-6.889527 10.61554-7.920044 16.366456-1.732544 9.765075-2.875488 18.738037-3.456055 26.905517-.350952 6.075012-.517456 14.283081-.517456 24.646607l-38.092407 8.945861c-1.255493-15.511413-1.899048-27.062866-1.899048-34.636413 0-18.499451 2.155518-36.026917 6.470947-52.569031 4.306519-16.559998 11.223145-35.162994 20.767456-55.853943l42.048096-8.095581c-8.842407 23.791596-14.642944 42.511597-17.401489 56.17804 18.845947-21.023987 33.786011-35.577027 44.860473-43.69043 11.056519-8.104614 20.902466-12.136597 29.506592-12.136597 5.845337 0 10.7323 2.205109 14.625 6.619568 3.910401 4.418945 5.85437 9.967468 5.85437 16.600464 0 11.020508-4.940918 29.17804-14.80957 54.468018-6.785889 17.343017-10.178955 28.597534-10.178955 33.795044 0 6.916442 2.821655 10.372497 8.4646 10.372497 8.401489 0 22.009399-11.092529 40.787963-33.268555z"/></g><path fill="none" d="m692.743469 295.258514h1013.589051v377.766022h-1013.589051z"/><text y="370" x="688" font-size="103.85775" font-family="Helvetica" fill="#fff">scikit</text><path fill="none" d="m1015.055969 620.905518h1464.444031v193.333557h-1464.444031z"/></svg>;" parent="1" vertex="1"> <mxGeometry x="780" y="-110" width="166.92" height="90" as="geometry" /> </mxCell> </UserObject> <mxCell id="ke5fKqay8JjYpE_cKGV5-48" value="&lt;span style=&quot;font-size: 32px;&quot;&gt;&lt;font face=&quot;Georgia&quot; style=&quot;font-size: 32px;&quot;&gt;scikit-learn&lt;/font&gt;&lt;/span&gt;&lt;div style=&quot;font-size: 32px;&quot;&gt;&lt;span style=&quot;font-size: 32px;&quot;&gt;&lt;font face=&quot;Georgia&quot; style=&quot;font-size: 32px;&quot;&gt;algorithm cheat sheet&lt;/font&gt;&lt;/span&gt;&lt;/div&gt;" style="text;html=1;align=left;verticalAlign=middle;whiteSpace=wrap;rounded=0;fontSize=32;fontStyle=1" parent="1" vertex="1"> <mxGeometry x="567.5" y="-60" width="375" height="90" as="geometry" /> </mxCell> </root> </mxGraphModel> </diagram> </mxfile> "><defs/><g><g><rect x="876" y="505" width="530" height="250" rx="37.5" ry="37.5" fill="#ffffcc" stroke="#b3b3b3" stroke-width="3" pointer-events="all"/></g><g><rect x="866" y="185" width="540" height="290" rx="43.5" ry="43.5" fill="#cce5ff" stroke="#b3b3b3" stroke-width="3" pointer-events="all"/></g><g><rect x="16" y="445" width="560" height="290" rx="43.5" ry="43.5" fill="#e5ccff" stroke="#b3b3b3" stroke-width="3" pointer-events="all"/></g><g><rect x="16" y="95" width="560" height="310" rx="46.5" ry="46.5" fill="#ffcccc" stroke="#b3b3b3" stroke-width="3" pointer-events="all"/></g><g><ellipse cx="836" cy="130" rx="40" ry="35" fill="#ffe6cc" stroke="#ff9933" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 130px; margin-left: 797px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 20px;"><b>START</b></font></div></div></div></foreignObject><text x="836" y="135" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">START</text></switch></g></g><g><ellipse cx="756" cy="240" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 240px; margin-left: 717px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">>50<div><span style="font-size: 10px; background-color: initial;">samples</span></div></div></div></div></foreignObject><text x="756" y="245" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">>50...</text></switch></g></g><g><ellipse cx="646" cy="170" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 170px; margin-left: 607px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 10px;">get</font><div>more</div><div>data</div></div></div></div></foreignObject><text x="646" y="175" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">get...</text></switch></g></g><g><path d="M 727.03 215.86 L 685.44 198.51" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 678.06 195.43 L 686.98 194.82 L 683.9 202.2 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 210px; margin-left: 707px;"><div data-drawio-colors="color: #FF3333; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="707" y="214" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><g><ellipse cx="726" cy="350" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 350px; margin-left: 687px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 10px;">predicting a</font><div>category</div></div></div></div></foreignObject><text x="726" y="355" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">predicting...</text></switch></g></g><g><path d="M 756 275 L 732.81 305.92" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 728.01 312.32 L 729.61 303.52 L 736.01 308.32 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 293px; margin-left: 747px;"><div data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="747" y="297" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><g><ellipse cx="636" cy="440" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 440px; margin-left: 597px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="font-size: 10px;">do you have</span></div><div>labeled</div><div>data</div></div></div></div></foreignObject><text x="636" y="445" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">do you hav...</text></switch></g></g><g><path d="M 697.03 374.14 L 671.88 406.86" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 667.01 413.2 L 668.71 404.42 L 675.06 409.3 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 394px; margin-left: 686px;"><div data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="686" y="398" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><g><ellipse cx="800" cy="450" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 450px; margin-left: 761px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="font-size: 10px;">predicting a</span></div><div>quantity</div></div></div></div></foreignObject><text x="800" y="455" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">predicting...</text></switch></g></g><g><path d="M 754.97 374.14 L 767.67 415.02" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 770.04 422.66 L 763.85 416.21 L 771.49 413.83 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 396px; margin-left: 765px;"><div data-drawio-colors="color: #FF3333; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="765" y="399" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><g><ellipse cx="756" cy="560" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 560px; margin-left: 717px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="font-size: 10px;">just</span></div><div>looking</div></div></div></div></foreignObject><text x="756" y="565" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">just...</text></switch></g></g><g><path d="M 800 485 L 788.18 524.97" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 785.92 532.65 L 784.35 523.84 L 792.02 526.11 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 508px; margin-left: 797px;"><div data-drawio-colors="color: #FF3333; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="797" y="512" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><g><ellipse cx="760" cy="670" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 670px; margin-left: 721px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="font-size: 10px;">predicting</span></div><div>structure</div></div></div></div></foreignObject><text x="760" y="675" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">predicting...</text></switch></g></g><g><path d="M 756 595 L 758.87 623.7" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 759.67 631.66 L 754.89 624.1 L 762.85 623.3 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 611px; margin-left: 761px;"><div data-drawio-colors="color: #FF3333; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="761" y="615" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><g><path d="M 807.03 154.14 L 764.04 196.99" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 758.38 202.63 L 761.22 194.15 L 766.87 199.82 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><ellipse cx="626" cy="660" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 660px; margin-left: 587px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="background-color: initial;">tough</span><br /></div><div><span style="background-color: initial;">luck</span></div></div></div></div></foreignObject><text x="626" y="665" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">tough...</text></switch></g></g><g><path d="M 720 670 L 677.16 662.07" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 669.3 660.61 L 677.89 658.13 L 676.44 666 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><ellipse cx="516" cy="330" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 330px; margin-left: 477px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><100K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="516" y="335" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle"><100K...</text></switch></g></g><g><path d="M 607.03 415.86 L 553.02 362.14" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 547.34 356.5 L 555.84 359.31 L 550.2 364.98 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 393px; margin-left: 582px;"><div data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="582" y="397" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><a xlink:href="./modules/sgd.html#classification"><g><rect x="436" y="185" width="80" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 210px; margin-left: 437px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">SGD<div>Classifier</div></div></div></div></foreignObject><text x="476" y="215" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">SGD...</text></switch></g></g></a><g><path d="M 516 295 L 499.59 245.77" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 497.06 238.18 L 503.39 244.51 L 495.8 247.04 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 271px; margin-left: 507px;"><div data-drawio-colors="color: #FF3333; background-color: #FFCCCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;">NO</div></div></div></foreignObject><text x="507" y="275" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><a xlink:href="./modules/svm.html#classification"><g><rect x="356" y="335" width="60" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 360px; margin-left: 357px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Linear<div>SVC</div></div></div></div></foreignObject><text x="386" y="365" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Linear...</text></switch></g></g></a><g><path d="M 476 330 L 426.16 354.92" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 419 358.5 L 424.37 351.34 L 427.94 358.5 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 345px; margin-left: 454px;"><div data-drawio-colors="color: #009900; background-color: #FFCCCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;">YES</div></div></div></foreignObject><text x="454" y="348" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><g><ellipse cx="236" cy="330" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 330px; margin-left: 197px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="background-color: initial;">text</span><br /></div><div>data</div></div></div></div></foreignObject><text x="236" y="335" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">text...</text></switch></g></g><g><path d="M 356 347.5 L 287.09 332.43" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 279.28 330.72 L 287.95 328.52 L 286.24 336.33 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 344px; margin-left: 321px;"><div data-drawio-colors="color: #CC6600; background-color: #FFCCCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(204, 102, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;"><span style="color: rgb(77, 81, 86); font-family: "Google Sans", arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;">😭</span></div></div></div></foreignObject><text x="321" y="348" fill="#CC6600" font-family="Helvetica" font-size="12px" text-anchor="middle" font-weight="bold">😭</text></switch></g></g><a xlink:href="./modules/kernel_approximation.html"><g><rect x="256" y="125" width="120" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 150px; margin-left: 257px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Kernel<div>Approximation</div></div></div></div></foreignObject><text x="316" y="155" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Kernel...</text></switch></g></g></a><g><path d="M 436 197.5 L 385.81 168.22" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 378.9 164.19 L 387.82 164.77 L 383.79 171.68 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 186px; margin-left: 408px;"><div data-drawio-colors="color: #CC6600; background-color: #FFCCCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(204, 102, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;"><span style="color: rgb(77, 81, 86); font-family: "Google Sans", arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;">😭</span></div></div></div></foreignObject><text x="408" y="189" fill="#CC6600" font-family="Helvetica" font-size="12px" text-anchor="middle" font-weight="bold">😭</text></switch></g></g><a xlink:href="./modules/neighbors.html"><g><rect x="216" y="205" width="100" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 230px; margin-left: 217px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">KNeighbors<div>Classifier</div></div></div></div></foreignObject><text x="266" y="235" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">KNeighbors...</text></switch></g></g></a><g><path d="M 236 295 L 239.59 266.27" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 240.58 258.33 L 243.56 266.76 L 235.62 265.77 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 280px; margin-left: 237px;"><div data-drawio-colors="color: #FF3333; background-color: #FFCCCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;">NO</div></div></div></foreignObject><text x="237" y="284" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><a xlink:href="./modules/svm.html#classification"><g><rect x="57.49" y="180" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 195px; margin-left: 58px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">SVC</div></div></div></foreignObject><text x="102" y="200" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">SVC</text></switch></g></g></a><a xlink:href="./modules/ensemble.html"><g><rect x="57.49" y="210" width="90" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 235px; margin-left: 58px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Ensemble<div>Classifiers</div></div></div></div></foreignObject><text x="102" y="240" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Ensemble...</text></switch></g></g></a><g><path d="M 216 230 L 158.78 223.74" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 150.82 222.86 L 159.21 219.76 L 158.34 227.71 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 231px; margin-left: 187px;"><div data-drawio-colors="color: #CC6600; background-color: #FFCCCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(204, 102, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;"><span style="color: rgb(77, 81, 86); font-family: "Google Sans", arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;">😭</span></div></div></div></foreignObject><text x="187" y="235" fill="#CC6600" font-family="Helvetica" font-size="12px" text-anchor="middle" font-weight="bold">😭</text></switch></g></g><a xlink:href="./modules/naive_bayes.html"><g><rect x="72.49" y="295" width="60" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 58px; height: 1px; padding-top: 320px; margin-left: 73px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Naive<div>Bayes</div></div></div></div></foreignObject><text x="102" y="325" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Naive...</text></switch></g></g></a><g><path d="M 196 330 L 143.71 321.77" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 135.8 320.52 L 144.33 317.81 L 143.08 325.72 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 329px; margin-left: 170px;"><div data-drawio-colors="color: #009900; background-color: #FFCCCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;">YES</div></div></div></foreignObject><text x="170" y="333" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><g><rect x="36" y="115" width="170" height="40" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 168px; height: 1px; padding-top: 135px; margin-left: 37px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 24px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;"><span style="font-size: 24px;"><font style="font-size: 24px;" face="Georgia">classification</font></span></div></div></div></foreignObject><text x="121" y="142" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="24px" text-anchor="middle" font-weight="bold">classification</text></switch></g></g><g><ellipse cx="426" cy="520" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 520px; margin-left: 387px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div style="font-size: 12px;"><font style="font-size: 12px;"><span style="background-color: initial; font-size: 12px;">number of</span><br style="font-size: 12px;" /></font></div><div style="font-size: 12px;"><font style="font-size: 12px;">categories</font></div><div style="font-size: 12px;"><font style="font-size: 12px;">known</font></div></div></div></div></foreignObject><text x="426" y="524" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="12px" text-anchor="middle">number of...</text></switch></g></g><g><path d="M 596 440 L 465.52 491.68" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 458.08 494.63 L 464.05 487.96 L 466.99 495.4 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 466px; margin-left: 540px;"><div data-drawio-colors="color: #FF3333; background-color: #E5CCFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="540" y="469" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><g><ellipse cx="496" cy="620" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 620px; margin-left: 457px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><10K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="496" y="625" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle"><10K...</text></switch></g></g><g><ellipse cx="286" cy="570" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 570px; margin-left: 247px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><10K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="286" y="575" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle"><10K...</text></switch></g></g><g><path d="M 536 620 L 586.05 633.01" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 593.79 635.02 L 585.04 636.88 L 587.05 629.13 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 626px; margin-left: 563px;"><div data-drawio-colors="color: #FF3333; background-color: #E5CCFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="563" y="629" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><g><path d="M 454.97 544.14 L 464.45 584.81" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 466.27 592.6 L 460.56 585.71 L 468.35 583.9 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 566px; margin-left: 463px;"><div data-drawio-colors="color: #FF3333; background-color: #E5CCFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="463" y="570" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><g><path d="M 386 520 L 325.63 541.98" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 318.12 544.71 L 324.27 538.22 L 327 545.74 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 534px; margin-left: 359px;"><div data-drawio-colors="color: #009900; background-color: #E5CCFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="359" y="537" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><a xlink:href="./modules/clustering.html#mean-shift"><g><rect x="326" y="655" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 670px; margin-left: 327px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">MeanShift</div></div></div></foreignObject><text x="371" y="675" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">MeanShift</text></switch></g></g></a><a xlink:href="./modules/mixture.html#bgmm"><g><rect x="326" y="685" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 700px; margin-left: 327px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">VBGMM</div></div></div></foreignObject><text x="371" y="705" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">VBGMM</text></switch></g></g></a><g><path d="M 467.03 644.14 L 425.5 671.29" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 418.81 675.66 L 423.31 667.94 L 427.69 674.64 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 660px; margin-left: 449px;"><div data-drawio-colors="color: #009900; background-color: #E5CCFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="449" y="664" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><a xlink:href="./modules/clustering.html#mini-batch-k-means"><g><rect x="191" y="645" width="90" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 670px; margin-left: 192px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">MiniBatch<div>KMeans</div></div></div></div></foreignObject><text x="236" y="675" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">MiniBatch...</text></switch></g></g></a><g><path d="M 257.03 594.14 L 240.34 634.51" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 237.28 641.9 L 236.64 632.98 L 244.04 636.04 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 617px; margin-left: 252px;"><div data-drawio-colors="color: #FF3333; background-color: #E5CCFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="252" y="620" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><g><rect x="38.98" y="605" width="138.51" height="40" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 137px; height: 1px; padding-top: 625px; margin-left: 40px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 24px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;"><span style="font-size: 24px;"><font style="font-size: 24px;" face="Georgia">clustering</font></span></div></div></div></foreignObject><text x="108" y="632" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="24px" text-anchor="middle" font-weight="bold">clustering</text></switch></g></g><a xlink:href="./modules/clustering.html#k-means"><g><rect x="177.49" y="465" width="78.51" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 77px; height: 1px; padding-top: 480px; margin-left: 178px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">KMeans</div></div></div></foreignObject><text x="217" y="485" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">KMeans</text></switch></g></g></a><g><path d="M 257.03 545.86 L 240.65 505.52" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 237.63 498.11 L 244.35 504.01 L 236.94 507.02 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 527px; margin-left: 248px;"><div data-drawio-colors="color: #009900; background-color: #E5CCFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="248" y="531" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><a xlink:href="./modules/clustering.html#spectral-clustering"><g><rect x="36" y="505" width="90" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 530px; margin-left: 37px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div>Spectral</div><div>Clustering</div></div></div></div></foreignObject><text x="81" y="535" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Spectral...</text></switch></g></g></a><a xlink:href="./modules/mixture.html"><g><rect x="36" y="555" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 570px; margin-left: 37px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">GMM</div></div></div></foreignObject><text x="81" y="575" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">GMM</text></switch></g></g></a><g><path d="M 177.49 487.5 L 135.81 511.78" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 128.9 515.81 L 133.8 508.33 L 137.82 515.24 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 505px; margin-left: 156px;"><div data-drawio-colors="color: #CC6600; background-color: #E5CCFF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(204, 102, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;"><span style="color: rgb(77, 81, 86); font-family: "Google Sans", arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;">😭</span></div></div></div></foreignObject><text x="156" y="508" fill="#CC6600" font-family="Helvetica" font-size="12px" text-anchor="middle" font-weight="bold">😭</text></switch></g></g><g><ellipse cx="926" cy="370" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 370px; margin-left: 887px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><100K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="926" y="375" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle"><100K...</text></switch></g></g><g><path d="M 828.97 425.86 L 877.89 377.94" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 883.6 372.35 L 880.69 380.8 L 875.09 375.09 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 402px; margin-left: 852px;"><div data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="852" y="406" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><g><ellipse cx="1076" cy="380" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 380px; margin-left: 1037px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div style="font-size: 12px;">few features</div><div style="font-size: 12px;">should be</div><div style="font-size: 12px;">important</div></div></div></div></foreignObject><text x="1076" y="384" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="12px" text-anchor="middle">few features...</text></switch></g></g><g><path d="M 966 370 L 1024.76 378.39" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1032.68 379.53 L 1024.19 382.35 L 1025.33 374.43 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 373px; margin-left: 996px;"><div data-drawio-colors="color: #009900; background-color: #CCE5FF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="996" y="377" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><a xlink:href="./modules/sgd.html#regression"><g><rect x="976" y="260" width="90" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 285px; margin-left: 977px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div>SGD</div><div>Regressor</div></div></div></div></foreignObject><text x="1021" y="290" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">SGD...</text></switch></g></g></a><g><path d="M 954.97 345.86 L 989.74 317.22" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 995.91 312.13 L 992.28 320.31 L 987.19 314.13 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 331px; margin-left: 972px;"><div data-drawio-colors="color: #FF3333; background-color: #CCE5FF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="972" y="335" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><a xlink:href="./modules/linear_model.html#lasso"><g><rect x="1106" y="230" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 245px; margin-left: 1107px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Lasso</div></div></div></foreignObject><text x="1151" y="250" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Lasso</text></switch></g></g></a><a xlink:href="./modules/linear_model.html#elastic-net"><g><rect x="1106" y="260" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 275px; margin-left: 1107px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">ElasticNet</div></div></div></foreignObject><text x="1151" y="280" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">ElasticNet</text></switch></g></g></a><g><path d="M 1104.97 355.86 L 1124.68 300.69" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1127.37 293.16 L 1128.45 302.04 L 1120.91 299.35 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 329px; margin-left: 1114px;"><div data-drawio-colors="color: #009900; background-color: #CCE5FF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="1114" y="333" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><a xlink:href="./modules/linear_model.html#ridge-regression"><g><rect x="1176" y="395" width="140" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 138px; height: 1px; padding-top: 410px; margin-left: 1177px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">RidgeRegression</div></div></div></foreignObject><text x="1246" y="415" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">RidgeRegression</text></switch></g></g></a><a xlink:href="./modules/svm.html#regression"><g><rect x="1176" y="425" width="140" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 138px; height: 1px; padding-top: 440px; margin-left: 1177px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">SVR<font style="font-size: 12px;">(kernel="linear")</font></div></div></div></foreignObject><text x="1246" y="445" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">SVR(kernel="linea...</text></switch></g></g></a><g><path d="M 1116 380 L 1165.84 404.92" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1173 408.5 L 1164.06 408.5 L 1167.63 401.34 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 391px; margin-left: 1142px;"><div data-drawio-colors="color: #FF3333; background-color: #CCE5FF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="1142" y="395" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><a xlink:href="./modules/svm.html#regression"><g><rect x="1266" y="255" width="120" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 270px; margin-left: 1267px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">SVR<font style="font-size: 12px;">(kernel="rbf")</font></div></div></div></foreignObject><text x="1326" y="275" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">SVR(kernel="rbf...</text></switch></g></g></a><a xlink:href="./modules/ensemble.html"><g><rect x="1266" y="285" width="120" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 310px; margin-left: 1267px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Ensemble<div>Regressors</div></div></div></div></foreignObject><text x="1326" y="315" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Ensemble...</text></switch></g></g></a><g><path d="M 1281 395 L 1293.25 346.01" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1295.19 338.25 L 1297.13 346.99 L 1289.37 345.04 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 370px; margin-left: 1285px;"><div data-drawio-colors="color: #CC6600; background-color: #CCE5FF; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(204, 102, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;"><span style="color: rgb(77, 81, 86); font-family: "Google Sans", arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;">😭</span></div></div></div></foreignObject><text x="1285" y="373" fill="#CC6600" font-family="Helvetica" font-size="12px" text-anchor="middle" font-weight="bold">😭</text></switch></g></g><g><rect x="886" y="205" width="140" height="40" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 138px; height: 1px; padding-top: 225px; margin-left: 887px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 24px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;"><span style="font-size: 24px;"><font style="font-size: 24px;" face="Georgia">regression</font></span></div></div></div></foreignObject><text x="956" y="232" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="24px" text-anchor="middle" font-weight="bold">regression</text></switch></g></g><a xlink:href="./modules/decomposition.html#principal-component-analysis-pca"><g><rect x="901" y="535" width="110" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 108px; height: 1px; padding-top: 560px; margin-left: 902px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="background-color: initial;">Ramdomized</span><br /></div><div><span style="background-color: initial;">PCA</span></div></div></div></div></foreignObject><text x="956" y="565" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Ramdomized...</text></switch></g></g></a><g><path d="M 796 560 L 889.65 560" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 897.65 560 L 889.65 564 L 889.65 556 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 559px; margin-left: 839px;"><div data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="839" y="563" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><g><ellipse cx="941" cy="680" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 680px; margin-left: 902px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><10K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="941" y="685" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle"><10K...</text></switch></g></g><g><path d="M 956 585 L 943.75 633.99" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 941.81 641.75 L 939.87 633.01 L 947.63 634.96 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 613px; margin-left: 953px;"><div data-drawio-colors="color: #CC6600; background-color: #FFFFCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(204, 102, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 204); white-space: nowrap;"><span style="color: rgb(77, 81, 86); font-family: "Google Sans", arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;">😭</span></div></div></div></foreignObject><text x="953" y="616" fill="#CC6600" font-family="Helvetica" font-size="12px" text-anchor="middle" font-weight="bold">😭</text></switch></g></g><a xlink:href="./modules/kernel_approximation.html"><g><rect x="1056" y="675" width="120" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 700px; margin-left: 1057px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Kernel<div>Approximation</div></div></div></div></foreignObject><text x="1116" y="705" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Kernel...</text></switch></g></g></a><g><path d="M 981 680 L 1044.7 686.37" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1052.66 687.17 L 1044.3 690.35 L 1045.1 682.39 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 682px; margin-left: 1013px;"><div data-drawio-colors="color: #FF3333; background-color: #FFFFCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 204); white-space: nowrap;">NO</div></div></div></foreignObject><text x="1013" y="686" fill="#FF3333" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g><a xlink:href="./modules/manifold.html#isomap"><g><rect x="1066" y="555" width="100" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 570px; margin-left: 1067px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">IsoMap</div></div></div></foreignObject><text x="1116" y="575" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">IsoMap</text></switch></g></g></a><a xlink:href="./modules/manifold.html#spectral-embedding"><g><rect x="1066" y="585" width="100" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 610px; margin-left: 1067px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div>Spectral</div><div>Embedding</div></div></div></div></foreignObject><text x="1116" y="615" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">Spectral...</text></switch></g></g></a><g><path d="M 969.97 655.86 L 1055.27 626.23" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1062.83 623.6 L 1056.59 630 L 1053.96 622.45 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 641px; margin-left: 1010px;"><div data-drawio-colors="color: #009900; background-color: #FFFFCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Georgia; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 204); white-space: nowrap;">YES</div></div></div></foreignObject><text x="1010" y="645" fill="#009900" font-family="Georgia" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g><a xlink:href="./modules/manifold.html#locally-linear-embedding"><g><rect x="1246" y="615" width="50" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 48px; height: 1px; padding-top: 630px; margin-left: 1247px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 16px; font-family: Georgia; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">LLE</div></div></div></foreignObject><text x="1271" y="635" fill="rgb(0, 0, 0)" font-family="Georgia" font-size="16px" text-anchor="middle">LLE</text></switch></g></g></a><g><path d="M 1166 610 L 1234.99 627.25" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1242.75 629.19 L 1234.01 631.13 L 1235.96 623.37 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 617px; margin-left: 1201px;"><div data-drawio-colors="color: #CC6600; background-color: #FFFFCC; " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 12px; font-family: Helvetica; color: rgb(204, 102, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 204); white-space: nowrap;"><span style="color: rgb(77, 81, 86); font-family: "Google Sans", arial, sans-serif; font-size: 16px; font-weight: 400; text-align: start; text-wrap: wrap;">😭</span></div></div></div></foreignObject><text x="1201" y="620" fill="#CC6600" font-family="Helvetica" font-size="12px" text-anchor="middle" font-weight="bold">😭</text></switch></g></g><g><rect x="1196" y="667" width="210" height="65" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 208px; height: 1px; padding-top: 700px; margin-left: 1197px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: center;"><div style="display: inline-block; font-size: 24px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;"><span style="font-size: 24px;"><font style="font-size: 24px;" face="Georgia">dimensionality</font></span><div><span style="font-size: 24px;"><font style="font-size: 24px;" face="Georgia">reduction</font></span></div></div></div></div></foreignObject><text x="1301" y="707" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="24px" text-anchor="middle" font-weight="bold">dimensionality...</text></switch></g></g><g><image x="1165.5" y="14.5" width="166.92" height="90" xlink:href="data:image/svg+xml;base64,<svg xmlns="http://www.w3.org/2000/svg" width="1251" viewBox="0 0 1251 675" height="675"><path fill="#f89939" d="m959.940063 573.065979c152.410401-152.40155 177.740967-374.157013 56.573914-495.315063-121.148987-121.144471-342.895386-95.818482-495.296936 56.573974-152.40155 152.397125-108.314972 443.556091-56.564972 495.315003 41.818482 41.818542 342.895538 95.818542 495.287994-56.573914z"/><path fill="#3499cd" d="m334.575043 352.849548c-88.415985-88.416046-217.089035-103.135528-287.401535-32.827575-70.294476 70.299041-55.597481 198.98999 32.836487 287.392578 88.434036 88.442993 257.377548 62.860473 287.383529 32.827453 24.281983-24.241455 55.624481-198.967468-32.818481-287.392456z"/><g fill="#010101"><path d="m639.643494 535.711487c-15.619507 14.377502-29.322022 24.988525-41.09845 31.805969-11.77655 6.840088-23.008545 10.255493-33.696045 10.255493-12.293945 0-22.212036-4.765503-29.731445-14.300903-7.53302-9.544556-11.286011-22.342529-11.286011-38.443543 0-24.12445 5.228943-53.086486 15.686951-86.854461 10.440063-33.795044 23.152527-64.935089 38.083496-93.424561l43.780456-16.208954c1.37262-.459106 2.416565-.692962 3.109558-.692962 3.321045 0 6.065979 2.447876 8.172059 7.321411 2.128417 4.896057 3.199462 11.474945 3.199462 19.746002 0 23.440582-5.395507 46.134064-16.208923 68.080505-10.809082 21.955475-27.693054 45.386963-50.670044 70.321534-.922546 11.951904-1.381531 20.159912-1.381531 24.646484 0 10.003418 1.835999 17.918945 5.512513 23.782471 3.680969 5.872497 8.55896 8.788574 14.651977 8.788574 6.214478 0 12.81604-2.223145 19.827026-6.705139 6.997559-4.490906 17.685059-13.787964 32.044434-27.931458v19.813538zm-66.005982-67.378479c14.589051-16.222534 26.4375-34.416016 35.509461-54.544495 9.072082-20.137512 13.603576-37.458008 13.603576-51.97055 0-4.230011-.625549-7.667908-1.881042-10.250916-1.264527-2.587555-2.884461-3.888061-4.833008-3.888061-4.234436 0-10.421936 10.583953-18.526489 31.75653-8.104492 21.16803-16.060547 50.805024-23.872498 88.897492z"/><path d="m768.577576 535.711487c-14.589051 14.377502-27.684021 24.988525-39.294007 31.805969-11.610046 6.840088-24.40802 10.255493-38.43457 10.255493-15.628418 0-28.237427-4.999511-37.844971-14.984985-9.589416-10.012512-14.377441-23.156983-14.377441-39.478516 0-24.353943 8.4375-46.390472 25.348511-66.095947 16.875-19.714569 35.612976-29.565063 56.178039-29.565063 10.6875 0 19.237488 2.767608 25.681519 8.279998 6.434936 5.521576 9.652405 12.753083 9.652405 21.717072 0 23.791443-25.27649 43.083038-75.833924 57.910461 4.589966 22.396607 16.595947 33.610474 36.018006 33.610474 7.586853 0 14.818481-2.038513 21.707885-6.106506 6.907471-4.085938 17.298096-13.148926 31.203064-27.157471v19.809021zm-90.315064-31.878052c29.407532-8.279999 44.12262-23.552917 44.12262-45.845947 0-11.02948-4.027588-16.541992-12.06012-16.541992-7.586975 0-14.818481 5.764526-21.708008 17.325012-6.911926 11.542541-10.354492 26.554504-10.354492 45.062927z"/><path d="m952.654419 535.711487c-18.386963 17.464538-31.545044 28.853943-39.464905 34.146057-7.929138 5.282898-15.511597 7.919922-22.756531 7.919922-18.157531 0-26.712036-16.024536-25.681518-48.087036-11.488526 16.42511-22.095032 28.548095-31.805969 36.378051-9.702027 7.812012-19.723511 11.708985-30.078125 11.708985-10.097901 0-18.683899-4.729492-25.762391-14.210938-7.078613-9.481506-10.593017-21.109558-10.593017-34.91101 0-17.226014 4.729492-33.660035 14.201904-49.297577 9.49054-15.628449 21.640625-28.255463 36.459107-37.907929 14.818481-9.652588 27.931518-14.485473 39.293945-14.485473 14.368469 0 24.426086 6.610473 30.172485 19.817993l35.226013-19.467102h9.666016l-15.214538 50.494537c-7.811951 25.402435-11.731507 42.813019-11.731507 52.231476 0 9.877502 3.496582 14.818481 10.512024 14.818481 4.463989 0 9.404968-2.380432 14.80957-7.154968 5.404419-4.774536 12.97345-12.041992 22.738404-21.807007v19.813538zm-126.166443 9.490539c11.488403 0 22.31543-9.791992 32.503479-29.380615 10.170044-19.597412 15.250549-37.678406 15.250549-54.220398 0-6.426025-1.449096-11.461487-4.306518-15.075012-2.884583-3.631531-6.731995-5.431519-11.547058-5.431519-11.497437 0-22.396424 9.765076-32.66095 29.303956-10.282532 19.539062-15.434998 37.521057-15.434998 53.937133 0 6.214417 1.53003 11.240906 4.571961 15.092896 3.041992 3.852051 6.903015 5.773559 11.623535 5.773559z"/><path d="m1081.412964 535.711487c-28.844971 28.264526-51.083985 42.40802-66.708008 42.40802-7.015442 0-12.9375-2.96106-17.752563-8.860596-4.814881-5.921875-7.240357-13.25238-7.240357-21.991455 0-16.200012 8.684937-37.907898 26.032471-65.146454-8.509583 4.369538-17.806458 7.402436-27.922547 9.130463-7.470031 13.787964-19.19696 28.615539-35.162963 44.455505h-3.955506v-15.493469c8.954956-9.305969 17.059448-19.30957 24.299988-29.99707-9.895569-4.369416-14.827454-10.862885-14.827454-19.46698 0-8.860474 3.005982-18.30597 9.053955-28.372437 6.03003-10.044006 14.328003-15.065979 24.907532-15.065979 8.963928 0 13.436951 4.580872 13.436951 13.778931 0 7.240539-2.583008 17.577026-7.762512 31.027588 19.071045-2.074524 35.734558-16.654602 49.990539-43.780518l15.678101-.693115-16.029053 44.12262c-6.660034 18.616455-10.970947 31.297424-12.919556 38.011444-1.948608 6.714019-2.934082 12.672027-2.934082 17.833587 0 4.832886 1.125 8.693848 3.357056 11.546875 2.241089 2.893555 5.265015 4.315552 9.053955 4.315552 4.130982 0 8.104614-1.412964 11.893555-4.212036 3.789062-2.839539 12.293945-10.615479 25.515014-23.368408v19.817932z"/><path d="m1250.676025 535.711487c-26.541015 28.053039-49.306518 42.065979-68.255981 42.065979-7.699463 0-13.905029-2.700073-18.616455-8.104492-4.720581-5.395508-7.074097-12.631531-7.074097-21.708008 0-12.294007 5.0625-31.085938 15.178589-56.353424 5.395508-13.563019 8.104492-22.194031 8.104492-25.857025 0-3.681092-1.448974-5.521576-4.306518-5.521576-1.606568 0-3.744019.810089-6.380982 2.407501-2.425537 1.606506-5.238037 3.865539-8.455566 6.732025-2.866455 2.636993-6.093018 5.854462-9.652466 9.63446-3.109497 3.244538-6.44397 6.916596-9.985596 11.038514l-9.665893 11.214019c-4.243408 5.166047-6.889527 10.61554-7.920044 16.366456-1.732544 9.765075-2.875488 18.738037-3.456055 26.905517-.350952 6.075012-.517456 14.283081-.517456 24.646607l-38.092407 8.945861c-1.255493-15.511413-1.899048-27.062866-1.899048-34.636413 0-18.499451 2.155518-36.026917 6.470947-52.569031 4.306519-16.559998 11.223145-35.162994 20.767456-55.853943l42.048096-8.095581c-8.842407 23.791596-14.642944 42.511597-17.401489 56.17804 18.845947-21.023987 33.786011-35.577027 44.860473-43.69043 11.056519-8.104614 20.902466-12.136597 29.506592-12.136597 5.845337 0 10.7323 2.205109 14.625 6.619568 3.910401 4.418945 5.85437 9.967468 5.85437 16.600464 0 11.020508-4.940918 29.17804-14.80957 54.468018-6.785889 17.343017-10.178955 28.597534-10.178955 33.795044 0 6.916442 2.821655 10.372497 8.4646 10.372497 8.401489 0 22.009399-11.092529 40.787963-33.268555z"/></g><path fill="none" d="m692.743469 295.258514h1013.589051v377.766022h-1013.589051z"/><text y="370" x="688" font-size="103.85775" font-family="Helvetica" fill="#fff">scikit</text><path fill="none" d="m1015.055969 620.905518h1464.444031v193.333557h-1464.444031z"/></svg>" preserveAspectRatio="none"/></g><g><rect x="953.5" y="65" width="375" height="90" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility" style="overflow: visible; text-align: left;"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe flex-start; width: 373px; height: 1px; padding-top: 110px; margin-left: 956px;"><div data-drawio-colors="color: rgb(0, 0, 0); " style="box-sizing: border-box; font-size: 0px; text-align: left;"><div style="display: inline-block; font-size: 32px; font-family: Helvetica; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;"><span style="font-size: 32px;"><font style="font-size: 32px;" face="Georgia">scikit-learn</font></span><div style="font-size: 32px;"><span style="font-size: 32px;"><font style="font-size: 32px;" face="Georgia">algorithm cheat sheet</font></span></div></div></div></div></foreignObject><text x="956" y="120" fill="rgb(0, 0, 0)" font-family="Helvetica" font-size="32px" font-weight="bold">scikit-learn...</text></switch></g></g></g><switch><g requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"/><a transform="translate(0,-5)" xlink:href="https://www.drawio.com/doc/faq/svg-export-text-problems" target="_blank"><text text-anchor="middle" font-size="10px" x="50%" y="100%">Text is not SVG - cannot display</text></a></switch></svg>
</div></section>
</article>
<footer class="bd-footer-article">
<div class="footer-article-items footer-article__inner">
<div class="footer-article-item">
<div class="prev-next-area">
<a class="left-prev"
href="modules/array_api.html"
title="previous page">
<i class="fa-solid fa-angle-left"></i>
<div class="prev-next-info">
<p class="prev-next-subtitle">previous</p>
<p class="prev-next-title"><span class="section-number">11.1. </span>Array API support (experimental)</p>
</div>
</a>
<a class="right-next"
href="presentations.html"
title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title"><span class="section-number">13. </span>External Resources, Videos and Talks</p>
</div>
<i class="fa-solid fa-angle-right"></i>
</a>
</div></div>
</div>
</footer>
</div>
</div>
<footer class="bd-footer-content">
</footer>
</main>
</div>
</div>
<!-- Scripts loaded after <body> so the DOM is not blocked -->
<script src="_static/scripts/bootstrap.js?digest=dfe6caa3a7d634c4db9b"></script>
<script src="_static/scripts/pydata-sphinx-theme.js?digest=dfe6caa3a7d634c4db9b"></script>
<footer class="bd-footer">
<div class="bd-footer__inner bd-page-width">
<div class="footer-items__start">
<div class="footer-item">
<p class="copyright">
© Copyright 2007 - 2025, scikit-learn developers (BSD License).
<br/>
</p>
</div>
</div>
</div>
</footer>
</body>
</html>