{"id":14977235,"url":"https://github.com/yfletberliac/rlss-2019","last_synced_at":"2025-10-28T03:30:40.242Z","repository":{"id":66738500,"uuid":"189419942","full_name":"yfletberliac/rlss-2019","owner":"yfletberliac","description":"Materials for the Practical Sessions of the Reinforcement Learning Summer School 2019: Bandits, RL \u0026 Deep RL (PyTorch).","archived":false,"fork":false,"pushed_at":"2019-08-21T13:35:49.000Z","size":7696,"stargazers_count":88,"open_issues_count":0,"forks_count":43,"subscribers_count":10,"default_branch":"master","last_synced_at":"2025-02-01T10:41:33.741Z","etag":null,"topics":["bandits","education","google-colab","ipynb","materials","notebooks","reinforcement-learning","school","tutorial"],"latest_commit_sha":null,"homepage":"https://rlss.inria.fr/program/","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/yfletberliac.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2019-05-30T13:35:40.000Z","updated_at":"2024-10-19T15:13:31.000Z","dependencies_parsed_at":null,"dependency_job_id":"8d88a620-2c05-4a05-9779-bf88c2b34194","html_url":"https://github.com/yfletberliac/rlss-2019","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yfletberliac%2Frlss-2019","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yfletberliac%2Frlss-2019/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yfletberliac%2Frlss-2019/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/yfletberliac%2Frlss-2019/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/yfletberliac","download_url":"https://codeload.github.com/yfletberliac/rlss-2019/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":238590593,"owners_count":19497351,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["bandits","education","google-colab","ipynb","materials","notebooks","reinforcement-learning","school","tutorial"],"created_at":"2024-09-24T13:55:20.228Z","updated_at":"2025-10-28T03:30:39.357Z","avatar_url":"https://github.com/yfletberliac.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# RLSS 2019: Pratical Sessions\n\n## Setup and Installation\nTwo choices are available to you:\n- running the notebooks on [Google Colab](https://colab.research.google.com) :orange_book: if you want to take advantage of the GPU acceleration it offers;\n- running the notebooks elsewhere (locally or on a server).\n\n##### Google Colab\nIt has it's own VM so you only have to install the necessary packages from inside the notebooks.\n##### Elsewhere\nYou can use the `rlss2019-docker` image. [Here](setup.md) you'll find  the instructions for installing and running the `rlss2019-docker` image on Linux, MacOS or Windows.\n \n## Materials\n\n### Bandits\n\n- [Stochastic Bandits](labs/MAB.Bandits.ipynb) [:orange_book:](https://colab.research.google.com/github/yfletberliac/rlss-2019/blob/master/labs/MAB.Bandits.ipynb)\n- [Recommender Systems](labs/MAB.RecoSystems.ipynb) [:orange_book:](https://colab.research.google.com/github/yfletberliac/rlss-2019/blob/master/labs/MAB.RecoSystems.ipynb)\n\n### Reinforcement Learning\n\n- [Dynamic Programming + QLearning + SARSA](labs/RL.DP+QLearning+SARSA.ipynb) [:orange_book:](https://colab.research.google.com/github/yfletberliac/rlss-2019/blob/master/labs/RL.DP%2BQLearning%2BSARSA.ipynb)\n\n### Deep Reinforcement Learning\n\n- [REINFORCE + A2C](labs/DRL.01.REINFORCE+A2C.ipynb) [:orange_book:](https://colab.research.google.com/github/yfletberliac/rlss-2019/blob/master/labs/DRL.01.REINFORCE%2BA2C.ipynb)\n- [DQN](labs/DRL.02.DQN.ipynb) [:orange_book:](https://colab.research.google.com/github/yfletberliac/rlss-2019/blob/master/labs/DRL.02.DQN.ipynb)\n- [Model-Based](labs/DRL.03.ModelBased.ipynb) [:orange_book:](https://colab.research.google.com/github/yfletberliac/rlss-2019/blob/master/labs/DRL.03.ModelBased.ipynb)\n\n### Final Project\n\n- [Intro](labs/final_project/ptan_intro.ipynb) [:orange_book:](https://colab.research.google.com/github/yfletberliac/rlss-2019/blob/master/labs/final_project/ptan_intro.ipynb)\n- [TextWorld](labs/final_project/TextWorld.ipynb) [:orange_book:](https://colab.research.google.com/github/yfletberliac/rlss-2019/blob/master/labs/final_project/TextWorld.ipynb)\n- [MiniWoB](labs/final_project/MiniWoB)\n\n\n## Misc./Known issues\nYou are running Windows and want to install a Virtual Machine running Ubuntu 18.04? [Here](ubuntu-virtual-box.md) is a tutorial.\nYou may also want to directly [install](https://tutorials.ubuntu.com/tutorial/tutorial-ubuntu-on-windows#0) the Ubuntu terminal on Windows 10.\n\n\n## Contributors\n- Raphaël Avalos\n- Geoffrey Cideron\n- [Omar Darwiche Domingues](https://omardrwch.github.io/)\n- [Yannis Flet-Berliac](https://ynns.io/)\n- [Emilie Kaufmann](http://chercheurs.lille.inria.fr/ekaufman/)\n- [Max Lapan](https://medium.com/@shmuma)\n- [Edouard Leurent](http://www.edouardleurent.com/)\n- [Odalric-Ambrym Maillard](http://odalricambrymmaillard.neowordpress.fr/)\n- [Jérémie Mary](http://www.grappa.univ-lille3.fr/~mary/)\n- [Mathieu Seurin](https://sites.google.com/view/mathieu-seurin/)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyfletberliac%2Frlss-2019","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fyfletberliac%2Frlss-2019","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fyfletberliac%2Frlss-2019/lists"}