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Reinforcement Learning: Zero to Hero

CodeEmporium 907 lượt xem 2 days ago
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Reinforcement Learning 101

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πŸ“š Medium Blog: https://medium.com/@dataemporium
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RESOURCES
[1 πŸ“š] Reinforcement Learning book: http://incompleteideas.net/book/RLbook2020.pdf
[2 πŸ“š] Paradigms of ML: https://idapgroup.com/blog/types-of-machine-learning-out-there/
[3 πŸ“š] ChatGPT blog: https://openai.com/blog/chatgpt
[4 πŸ“š] Model Free vs Model Based RL: https://spinningup.openai.com/en/latest/spinningup/rl_intro2.html
[5 πŸ“š] Original Code for MAB: https://github.com/ankonzoid/LearningX/blob/master/classical_RL/multiarmed_bandit/multiarmed_bandit.py
[6 πŸ“š] My code with some more comments: https://github.com/ajhalthor/multi-armed-bandit
[7 πŸ“š] Monte Carlo Video referenced: https://www.youtube.com/watch?v=mECgLyCzTQU

PLAYLISTS FROM MY CHANNEL
β­• Reinforcement Learning: https://youtube.com/playlist?list=PLTl9hO2Oobd9kS--NgVz0EPNyEmygV1Ha&si=AuThDZJwG19cgTA8
Natural Language Processing: https://youtube.com/playlist?list=PLTl9hO2Oobd_bzXUpzKMKA3liq2kj6LfE&si=LsVy8RDPu8jeO-cc
β­• Transformers from Scratch: https://youtube.com/playlist?list=PLTl9hO2Oobd_bzXUpzKMKA3liq2kj6LfE
β­• ChatGPT Playlist: https://youtube.com/playlist?list=PLTl9hO2Oobd9coYT6XsTraTBo4pL1j4HJ
β­• Convolutional Neural Networks: https://youtube.com/playlist?list=PLTl9hO2Oobd9U0XHz62Lw6EgIMkQpfz74
β­• The Math You Should Know : https://youtube.com/playlist?list=PLTl9hO2Oobd-_5sGLnbgE8Poer1Xjzz4h
β­• Probability Theory for Machine Learning: https://youtube.com/playlist?list=PLTl9hO2Oobd9bPcq0fj91Jgk_-h1H_W3V
β­• Coding Machine Learning: https://youtube.com/playlist?list=PLTl9hO2Oobd82vcsOnvCNzxrZOlrz3RiD


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