Reinforcement Learning 101
ABOUT ME
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π Medium Blog: https://medium.com/@dataemporium
π» Github: https://github.com/ajhalthor
π LinkedIn: https://www.linkedin.com/in/ajay-halthor-477974bb/
RESOURCES
[1 π] Reinforcement Learning book: http://incompleteideas.net/book/RLbook2020.pdf
[2 π] Paradigms of ML: https://idapgroup.com/blog/types-of-machine-learning-out-there/
[3 π] ChatGPT blog: https://openai.com/blog/chatgpt
[4 π] Model Free vs Model Based RL: https://spinningup.openai.com/en/latest/spinningup/rl_intro2.html
[5 π] Original Code for MAB: https://github.com/ankonzoid/LearningX/blob/master/classical_RL/multiarmed_bandit/multiarmed_bandit.py
[6 π] My code with some more comments: https://github.com/ajhalthor/multi-armed-bandit
[7 π] 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
MATH COURSES (7 day free trial)
π Mathematics for Machine Learning: https://imp.i384100.net/MathML
π Calculus: https://imp.i384100.net/Calculus
π Statistics for Data Science: https://imp.i384100.net/AdvancedStatistics
π Bayesian Statistics: https://imp.i384100.net/BayesianStatistics
π Linear Algebra: https://imp.i384100.net/LinearAlgebra
π Probability: https://imp.i384100.net/Probability
OTHER RELATED COURSES (7 day free trial)
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π Python for Everybody: https://imp.i384100.net/python
π MLOps Course: https://imp.i384100.net/MLOps
π Natural Language Processing (NLP): https://imp.i384100.net/NLP
π Machine Learning in Production: https://imp.i384100.net/MLProduction
π Data Science Specialization: https://imp.i384100.net/DataScience
π Tensorflow: https://imp.i384100.net/Tensorflow