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update copyright and Ray Summit info
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‎Overview.ipynb

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"source": [
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"# Anyscale Academy - Training on Ray and the Ray Ecosystem\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](images/AnyscaleAcademyLogo.png)\n",
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"\n",
@@ -21,12 +21,12 @@
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Join Us at Ray Summit 2020!\n",
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"## Join Us at Ray Summit 2021!\n",
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"\n",
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"Join us for the [_free_ Ray Summit 2020 virtual conference](https://events.linuxfoundation.org/ray-summit/?utm_source=dean&utm_medium=embed&utm_campaign=ray_summit&utm_content=anyscale_academy), September 30 - October 1, 2020. We have an amazing lineup of luminar keynote speakers and breakout sessions on the Ray ecosystem, third-party Ray libraries, and applications of Ray in the real world.\n",
26+
"Join us for the [_free_ Ray Summit 2021 virtual conference](https://www.anyscale.com/ray-summit-2021) on June 22-24, 2021. We have an amazing lineup of luminar keynote speakers and breakout sessions on the Ray ecosystem, third-party Ray libraries, and applications of Ray in the real world.\n",
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"\n",
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"<a href=\"https://events.linuxfoundation.org/ray-summit/?utm_source=dean&utm_medium=embed&utm_campaign=ray_summit&utm_content=anyscale_academy\">\n",
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"<img src=\"images/raysummit-horizontal-white-banner-full.png\" alt=\"Ray Summit 2020\"/>\n",
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"<img src=\"images/raysummit-horizontal-white-banner-full.png\" alt=\"Ray Summit 2021\"/>\n",
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"</a>\n",
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"\n",
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"For information about other online events, see [anyscale.com/events](https://anyscale.com/events)."

‎advanced-ray/00-Advanced-Ray-Overview.ipynb

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"source": [
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"# Advanced Ray - Overview\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",
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"\n",
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"> **Tip:** Recall that the [Ray Package Reference](https://docs.ray.io/en/latest/package-ref.html) in the [Ray Docs](https://docs.ray.io/en/latest/) is useful for exploring the API features we'll learn.\n",
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"\n",
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"## Join Us at Ray Summit 2020!\n",
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"## Join Us at Ray Summit 2021!\n",
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"\n",
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"Join us for the [_free_ Ray Summit 2020 virtual conference](https://events.linuxfoundation.org/ray-summit/?utm_source=dean&utm_medium=embed&utm_campaign=ray_summit&utm_content=anyscale_academy), September 30 - October 1, 2020. We have an amazing lineup of luminar keynote speakers and breakout sessions on the Ray ecosystem, third-party Ray libraries, and applications of Ray in the real world.\n",
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"Join us for the [_free_ Ray Summit 2021 virtual conference](https://www.anyscale.com/ray-summit-2021) on June 22-24, 2021. We have an amazing lineup of luminar keynote speakers and breakout sessions on the Ray ecosystem, third-party Ray libraries, and applications of Ray in the real world.\n",
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"\n",
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"![Ray Summit 2020](../images/raysummit-horizontal-white-banner-full.png)"
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"![Ray Summit 2021](../images/raysummit-horizontal-white-banner-full.png)"
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]
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},
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{

‎advanced-ray/01-Ray-Tasks-Revisited.ipynb

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"source": [
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"# Ray Tasks Revisited\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(f'Ray Dashboard: http://{ray.get_webui_url()}')"
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"print(f'Ray Dashboard: http://{ray.get_dashboard_url()}')"
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]
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},
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{

‎advanced-ray/02-Ray-Actors-Revisited.ipynb

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"source": [
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"# Ray Actors Revisited\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(f'Ray Dashboard: http://{ray.get_webui_url()}')"
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"print(f'Ray Dashboard: http://{ray.get_dashboard_url()}')"
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]
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},
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{

‎advanced-ray/03-Ray-Internals.ipynb

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"source": [
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"# Ray Internals\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎advanced-ray/solutions/Advanced-Ray-Solutions.ipynb

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"source": [
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"# Advanced Ray Tutorial - Exercise Solutions\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-cluster-launcher/00-Ray-Cluster-Launcher-Overview.ipynb

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"source": [
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"# Ray Cluster Launcher - Overview\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",
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"## Join Us at Ray Summit 2020!\n",
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"## Join Us at Ray Summit 2021!\n",
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"\n",
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"Join us for the [_free_ Ray Summit 2020 virtual conference](https://events.linuxfoundation.org/ray-summit/?utm_source=dean&utm_medium=embed&utm_campaign=ray_summit&utm_content=anyscale_academy), September 30 - October 1, 2020. We have an amazing lineup of luminar keynote speakers and breakout sessions on the Ray ecosystem, third-party Ray libraries, and applications of Ray in the real world.\n",
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"Join us for the [_free_ Ray Summit 2021 virtual conference](https://www.anyscale.com/ray-summit-2021) on June 22-24, 2021. We have an amazing lineup of luminar keynote speakers and breakout sessions on the Ray ecosystem, third-party Ray libraries, and applications of Ray in the real world.\n",
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"\n",
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"![Ray Summit 2020](../images/raysummit-horizontal-white-banner-full.png)\n",
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"<a href=\"https://www.anyscale.com/ray-summit-2021\">\n",
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"![Ray Summit 2021](../images/raysummit-horizontal-white-banner-full.png)\n",
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"\n",
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"## About This Tutorial\n",
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"\n",

‎ray-crash-course/01-Ray-Tasks.ipynb

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"source": [
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"# Ray Crash Course - Tasks\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-crash-course/02-Ray-Actors.ipynb

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"source": [
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"# Ray Crash Course - Actors\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-crash-course/03-Why-Ray.ipynb

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"source": [
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"# Ray Crash Course - Why Ray?\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-crash-course/05-Ray-Parallel-Iterators.ipynb

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"source": [
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"# Ray Crash Course - Ray Parallel Iterators\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-crash-course/06-Exploring-Ray-API-Calls.ipynb

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"source": [
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"# Ray Crash Course - Exploring Ray API Calls\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",
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"metadata": {},
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"outputs": [],
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"source": [
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"print(f'Ray Dashboard: http://{ray.get_webui_url()}')"
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"print(f'Ray Dashboard: http://{ray.get_dashboard_url()}')"
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]
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},
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{
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"metadata": {},
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"outputs": [],
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"source": [
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"f'http://{ray.get_webui_url()}'"
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"f'http://{ray.get_dashboard_url()}'"
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]
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},
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{
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"| :----- | :---------------- |\n",
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"| [`ray.get_gpu_ids()`](https://ray.readthedocs.io/en/latest/package-ref.html#ray.get_gpu_ids) | GPUs |\n",
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"| [`ray.get_resource_ids()`](https://ray.readthedocs.io/en/latest/package-ref.html#ray.get_resource_ids) | Resources available to the _worker_ |\n",
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"| [`ray.get_webui_url()`](https://ray.readthedocs.io/en/latest/package-ref.html#ray.get_webui_url) | Ray Dashboard URL |\n",
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"| [`ray.get_dashboard_url()`](https://github.com/ray-project/ray/blob/master/python/ray/worker.py) | Ray Dashboard URL |\n",
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"| [`ray.nodes()`](https://ray.readthedocs.io/en/latest/package-ref.html#ray.nodes) | Cluster nodes |\n",
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"| [`ray.objects()`](https://ray.readthedocs.io/en/latest/package-ref.html#ray.objects) | Objects currently in the Object Store |\n",
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"| [`ray.cluster_resources()`](https://ray.readthedocs.io/en/latest/package-ref.html#ray.cluster_resources) | All the available resources, used or not |\n",
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"print(f\"\"\"\n",
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"ray.get_gpu_ids(): {ray.get_gpu_ids()}\n",
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"ray.get_resource_ids(): {ray.get_resource_ids()}\n",
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"ray.get_webui_url(): {ray.get_webui_url()}\n",
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"ray.get_dashboard_url(): {ray.get_dashboard_url()}\n",
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"ray.nodes(): {ray.nodes()}\n",
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"ray.objects(): {ray.objects()}\n",
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"ray.cluster_resources(): {ray.cluster_resources()}\n",

‎ray-crash-course/07-Running-Ray-Clusters.ipynb

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"source": [
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"# Ray Crash Course - Ray Clusters and the Ray CLI\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-crash-course/solutions/Ray-Crash-Course-Solutions.ipynb

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"source": [
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"# Ray Crash Course - Exercise Solutions\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/00-Ray-RLlib-Overview.ipynb

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"source": [
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"# Ray RLlib - Overview\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",
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"## Join Us at Ray Summit 2020!\n",
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"## Join Us at Ray Summit 2021!\n",
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"\n",
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"Join us for the [_free_ Ray Summit 2020 virtual conference](https://events.linuxfoundation.org/ray-summit/?utm_source=dean&utm_medium=embed&utm_campaign=ray_summit&utm_content=anyscale_academy), September 30 - October 1, 2020. We have an amazing lineup of luminar keynote speakers and breakout sessions on the Ray ecosystem, third-party Ray libraries, and applications of Ray in the real world.\n",
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"Join us for the [_free_ Ray Summit 2021 virtual conference](https://www.anyscale.com/ray-summit-2021) on June 22-24, 2021. We have an amazing lineup of luminar keynote speakers and breakout sessions on the Ray ecosystem, third-party Ray libraries, and applications of Ray in the real world.\n",
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"\n",
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"![Ray Summit 2020](../images/raysummit-horizontal-white-banner-full.png)\n",
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"<a href=\"https://www.anyscale.com/ray-summit-2021\">\n",
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"![Ray Summit 2021](../images/raysummit-horizontal-white-banner-full.png)\n",
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"\n",
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"## About This Tutorial\n",
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"\n",

‎ray-rllib/01-Introduction-to-Reinforcement-Learning.ipynb

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"source": [
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"# Ray RLlib - Introduction to Reinforcement Learning\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/02-Introduction-to-RLlib.ipynb

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"source": [
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"# Ray RLlib - Introduction to RLlib\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/References-Reinforcement-Learning.ipynb

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"source": [
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"# Reinforcement Learning References\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../images/AnyscaleAcademyLogo.png)"
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]

‎ray-rllib/explore-rllib/00-Explore-RLlib-Overview.ipynb

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"source": [
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"# Ray RLlib - Explore RLlib Section Overview\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/explore-rllib/01-Application-Cart-Pole.ipynb

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"source": [
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"# Ray RLlib - Explore RLlib - Sample Application: CartPole\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/explore-rllib/02-Bipedal-Walker.ipynb

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"# Ray RLlib - Explore RLlib - Sample Application: BipedalWalker-v3 (Optional)\n",
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"\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/explore-rllib/03-Custom-Environments-Reward-Shaping.ipynb

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"source": [
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"# Ray RLlib - Explore RLlib - Custom Environments and Reward Shaping\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/explore-rllib/extras/Extra-Application-Frozen-Lake.ipynb

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"source": [
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"# Ray RLlib - Extra Application Example - FrozenLake-v0\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/explore-rllib/extras/Extra-Application-Mountain-Car.ipynb

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"source": [
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"# Ray RLlib - Extra Application Example - MountainCar-v0\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/explore-rllib/extras/Extra-Application-Taxi.ipynb

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"source": [
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"# Ray RLlib - Extra Application Example - Taxi-v3\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/explore-rllib/solutions/Explore-RLlib-Solutions.ipynb

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"source": [
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"# Ray RLlib Tutorial - Explore RLlib Exercise Solutions\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/multi-armed-bandits/00-Multi-Armed-Bandits-Overview.ipynb

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"source": [
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"# Ray RLlib - Multi-Armed Bandits - Overview\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../images/AnyscaleAcademyLogo.png)\n",
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"\n",

‎ray-rllib/multi-armed-bandits/01-Introduction-to-Multi-Armed-Bandits.ipynb

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"source": [
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"# Ray RLlib Multi-Armed Bandits - Introduction to Bandits\n",
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"\n",
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"© 2019-2020, Anyscale. All Rights Reserved\n",
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"© 2019-2021, Anyscale. All Rights Reserved\n",
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"\n",
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"![Anyscale Academy](../../images/AnyscaleAcademyLogo.png)\n",
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"\n"

‎ray-rllib/multi-armed-bandits/02-Exploration-vs-Exploitation-Strategies.ipynb

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"source": [
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‎ray-rllib/multi-armed-bandits/03-Simple-Multi-Armed-Bandit.ipynb

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‎ray-rllib/multi-armed-bandits/04-Linear-Upper-Confidence-Bound.ipynb

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‎ray-rllib/multi-armed-bandits/05-Linear-Thompson-Sampling.ipynb

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