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justheuristic authored Feb 12, 2019
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* __Git-course.__ Know a way to make the course better? Noticed a typo in a formula? Found a useful link? Made the code more readable? Made a version for alternative framework? You're awesome! [Pull-request](https://help.github.com/articles/about-pull-requests/) it!

# Course info
* Lecture slides are [here](https://yadi.sk/d/loPpY45J3EAYfU).
* Telegram chat room for YSDA & HSE students is [here](https://t.me/joinchat/CDFcMVcoAQvEiI9WAo1pEQ)
* Grading rules for YSDA & HSE students is [here](https://github.com/yandexdataschool/Practical_RL/wiki/Homeworks-and-grading)
* Online student __[survival guide](https://github.com/yandexdataschool/Practical_RL/wiki/Online-student's-survival-guide)__
* Installing the libraries - [guide and issues thread](https://github.com/yandexdataschool/Practical_RL/issues/1)
* Anonymous [feedback form](https://docs.google.com/forms/d/e/1FAIpQLSdurWw97Sm9xCyYwC8g3iB5EibITnoPJW2IkOVQYE_kcXPh6Q/viewform) for everything that didn't go through e-mail.
* [About the course](https://github.com/yandexdataschool/Practical_RL/wiki/Practical-RL)
* __Chat room__ for YSDA & HSE students is [here](https://t.me/joinchat/CDFcMVcoAQvEiI9WAo1pEQ)
* __Grading__ rules for YSDA & HSE students is [here](https://github.com/yandexdataschool/Practical_RL/wiki/Homeworks-and-grading)

* __FAQ:__ [About the course](https://github.com/yandexdataschool/Practical_RL/wiki/Practical-RL), [Technical issues thread](https://github.com/yandexdataschool/Practical_RL/issues/1), [Lecture Slides](https://yadi.sk/d/loPpY45J3EAYfU), [Online Student Survival Guide](https://github.com/yandexdataschool/Practical_RL/wiki/Online-student's-survival-guide)

* Anonymous [feedback form](https://docs.google.com/forms/d/e/1FAIpQLSdurWw97Sm9xCyYwC8g3iB5EibITnoPJW2IkOVQYE_kcXPh6Q/viewform).

* Virtual course environment:
* [Installing dependencies](https://github.com/yandexdataschool/Practical_RL/issues/1) on your local machine (recommended).
* [__google colab__](https://colab.research.google.com/) - set open -> github -> yandexdataschool/pracical_rl -> {branch name} and select any notebook you want.
* Alternatives: [![Binder](https://mybinder.org/badge.svg)](https://mybinder.org/v2/gh/yandexdataschool/Practical_RL/master) and [Azure Notebooks](https://notebooks.azure.com/).


# Additional materials
* [RL reading group](https://github.com/yandexdataschool/Practical_RL/wiki/RL-reading-group)
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The syllabus is approximate: the lectures may occur in a slightly different order and some topics may end up taking two weeks.

* __week01_intro__ Introduction
* [__week01_intro__](./week01_intro) Introduction
* Lecture: RL problems around us. Decision processes. Stochastic optimization, Crossentropy method. Parameter space search vs action space search.
* Seminar: Welcome into openai gym. Tabular CEM for Taxi-v0, deep CEM for box2d environments.
* Homework description - see week1/README.md.

* [__week02_value_based__](./week02_value_based) Introduction
* Lecture: RL problems around us. Decision processes. Stochastic optimization, Crossentropy method. Parameter space search vs action space search.
* Seminar: Welcome into openai gym. Tabular CEM for Taxi-v0, deep CEM for box2d environments.
* Homework description - see week1/README.md.
* **HSE Deadline: TBA**
* **YSDA Deadline: TBA**



# Course staff
Course materials and teaching by: _[unordered]_
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