Machine Learning With R | Machine Learning Algorithms | Data Science Training | Edureka
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The document is about a machine learning certification training course offered by Edureka, covering topics like understanding machine learning, its applications, types of algorithms, and implementing them using R. It outlines steps in machine learning, including data ingestion, wrangling, training, testing, and evaluating algorithms. The document also discusses supervised, unsupervised, and reinforcement learning, as well as practical applications and case studies, including Pokémon datasets.
Machine Learning With R | Machine Learning Algorithms | Data Science Training | Edureka
- 1. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Machine Learning with R
- 2. Data Science Certification Training www.edureka.co/data-science Agenda Understanding Machine Learning1 Applications of Machine Learning 2 Languages for Machine Learning3 Types of Machine Learning Algorithms 4 Implementing Machine Learning Algorithms with R 5
- 3. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Understanding Machine Learning
- 4. Data Science Certification Training www.edureka.co/data-science Understanding Machine Learning What is this?
- 5. Data Science Certification Training www.edureka.co/data-science Understanding Machine Learning How about this?
- 6. Data Science Certification Training www.edureka.co/data-science Understanding Machine Learning And this?
- 7. Data Science Certification Training www.edureka.co/data-science Understanding Machine Learning How do you know all of these are fish?
- 8. Data Science Certification Training www.edureka.co/data-science Understanding Machine Learning Now, how will a computer identify it as a fish? Machine
- 9. Data Science Certification Training www.edureka.co/data-science Understanding Machine Learning Fish Machine Fish Fish
- 10. Data Science Certification Training www.edureka.co/data-science Understanding Machine Learning New Data Machine Fish Result
- 11. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Applications of Machine Learning
- 12. Data Science Certification Training www.edureka.co/data-science Applications of Machine Learning
- 13. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Languages for Machine Learning
- 14. Data Science Certification Training www.edureka.co/data-science Languages for Machine Learning
- 15. Data Science Certification Training www.edureka.co/data-science Why R? Open Source Functional Programming Turing CompleteObject Oriented
- 16. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Steps in Machine Learning
- 17. Data Science Certification Training www.edureka.co/data-science Steps in Machine Learning Step 1 Ingesting Data
- 18. Data Science Certification Training www.edureka.co/data-science Steps in Machine Learning Step 1 Step 2 Data Wrangling Ingesting Data
- 19. Data Science Certification Training www.edureka.co/data-science Steps in Machine Learning Step 1 Step 2 Step 3 Data Wrangling Ingesting Data Train Algorithm
- 20. Data Science Certification Training www.edureka.co/data-science Steps in Machine Learning Step 1 Step 2 Step 3 Step 4 Data Wrangling Ingesting Data Train Algorithm Test Algorithm
- 21. Data Science Certification Training www.edureka.co/data-science Steps in Machine Learning Step 1 Step 2 Step 3 Step 4 Step 5 Data Wrangling Ingesting Data Train Algorithm Test Algorithm Evaluate Result
- 22. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Types of Machine Learning
- 23. Data Science Certification Training www.edureka.co/data-science Types of Machine Learning Algorithms
- 24. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Supervised Learning
- 25. Data Science Certification Training www.edureka.co/data-science Supervised Learning Supervised learning algorithm, learns from a known dataset(training set) to make predictions
- 26. Data Science Certification Training www.edureka.co/data-science Supervised Learning I need Training to perform well in the test
- 27. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Classification
- 28. Data Science Certification Training www.edureka.co/data-science Classification Man Woman
- 29. Data Science Certification Training www.edureka.co/data-science Classification – Decision Tree Root Node Branch Node Leaf Node A path from root to leaf represents classification rules
- 30. Data Science Certification Training www.edureka.co/data-science Classification Demo Car_Purchase Data-set
- 31. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Regression
- 32. Data Science Certification Training www.edureka.co/data-science Regression Function: Y=F(X)
- 33. Data Science Certification Training www.edureka.co/data-science Regression Demo Diamonds Data-set
- 34. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Unsupervised Learning
- 35. Data Science Certification Training www.edureka.co/data-science Unsupervised Learning Unsupervised learning algorithm draws inferences from data which does not have labels
- 36. Data Science Certification Training www.edureka.co/data-science Unsupervised Learning No training required, we can learn by ourselves
- 37. Data Science Certification Training www.edureka.co/data-science Clustering Data Cluster 1 Cluster 2
- 38. Data Science Certification Training www.edureka.co/data-science Clustering Demo Iris Data-set
- 39. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Reinforcement Learning
- 40. Data Science Certification Training www.edureka.co/data-science Reinforcement Learning Reinforcement learning involves learning ideal behavior through a reward feedback system
- 41. Data Science Certification Training www.edureka.co/data-science Reinforcement Learning Eat food, earn points! Hit a monster, lose life!
- 42. Data Science Certification Training www.edureka.co/data-science Real World Applications of Reinforcement Learning Google’s Self Driving Car Manufacturing Robots Autonomous Flying Helicopter
- 43. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Machine Learning Case Study
- 44. Data Science Certification Training www.edureka.co/data-science Case Study on Pokémon Dataset
- 45. Data Science Certification Training www.edureka.co/data-science Problem Statement –Task 1 You are a Pokémon trainer who is entering the Jhoto League and have to select one fire, water and grass Pokémon for your fight
- 46. Data Science Certification Training www.edureka.co/data-science Problem Statement(Regression)-Task 2 Now, that you have won Jhoto League, you want to understand what are the factors influencing a Pokémon's attack!
- 47. Data Science Certification Training www.edureka.co/data-science Problem Statement(Classification)-Task 3 Team Rocket is on a mission to end the world and this time only the Legendary Pokemons can save the world. So, go ahead and catch all the Legendary Pokemon
- 48. Data Science Certification Training www.edureka.co/data-science Tasks Performed Data Wrangling Regression Classification Select fire, water and grass Pokémons Find out how does a Pokemon’s defence influence it’s aattack Classify if the Pokémon is legendary or not
- 49. Copyright © 2017, edureka and/or its affiliates. All rights reserved. Summary
- 50. Data Science Certification Training www.edureka.co/data-science Summary
- 51. Popularity