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Reinforcement Learning: An Overview
Theoretical Reinforcement Learning
Courses/Lectures
UW CSE 542: Reinforcement Learning
UW CSE 590A: Systems for ML
Berkeley CS 185/285: Deep Reinforcement Learning
Stanford CS 146S: The Modern Software Developer
Berkeley CS 188: Artificial Intelligence
Cheat sheets
Matrix Cookbook
Math Inequalities
Optimization Inequalities Cheatsheet
Useful Skills
Paper templates and tricks - Yishi Lin
The 7 Habits of Highly Effective People - Stephen Covey
The Art of Presentations - Baochun Li
How to Write Perfect Papers - Baochun Li
Advice
Paper-Reading Survival Kit
How to Study Math
General PhD Guidance
Books
Multi-armed Bandits & Provably Efficient RL
Bandit Algorithms - Tor Lattimore and Csaba Szepesvari
RL Theory
Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems - Sebastien Bubeck and Nicolo Cesa-Bianchi
Introduction to Multi-armed Bandits
Markov Decision Process
Parameter Free Learning
Probability Theory
High dimensional probability. An introduction with applications in Data Science - Roman Vershynin
Concentration inequalities and martingale inequalities — a survey - Fan Chung, Linyuan Lu
Concentration of Measure for the Analysis of Randomized Algorithms
A User’s Guide to Measure Theoretic Probability
Quantum
Quantum Computation and Quantum Information
Statistical Estimate
Introduction to Nonparametric Estimation
Game Theory
Submodular
Notes on Greedy Algorithms for Submodular Maximization
Adaptive Submodularity
Convex Optimization
Convex Optimization
Introduction to Online Convex Optimization
Causal Inference
Deep Learning
Neural Networks and Deep Learning
Deep Learning
Writing
Writing Science: How to Write Papers That Get Cited and Proposals That Get Funded
Style Toward Clarity and Grace Chicago Guides to Writing Editing and Publishing
Writing advice - Renee J. Miller
The Elements of Style
On Writing Well
The Craft of Research
Thought-Provoking
Made to Stick: Why Some Ideas Survive and Others Die
Thinking, Fast and Slow
Steal Like an Artist
Show Your Work!
Blogs
I am a bandit - Sebastien Bubeck
Bandit Algorithms - Tor Lattimore
Convex Optimization
Interactive Convex Optimization
OpenAI
DeepMind
BAIR
Lil_RL
Theory of Computing Blog Aggregator
Cool Shell - 陈皓
morvanzhou
Tutorial
Pytorch
Exploration-Exploitation in RL
Theoretical Foundation of RL
Talks
TCS+ Talks
Computer Science and Discrete Mathematics (CSDM)
Simons Institute for TCS
TCS @ Princeton
Math Toolbox
The On-Line Encyclopedia of Integer Sequences(OEIS)
inverse symbolic calculator
mathoverflow
Theoretical Computer Science Stack Exchange
Computer Science Stack Exchange
Mathematics Stack Exchange
WolframAlpha
Programming Language
Python
Basic grammer and design technique
Fluent Python
Effective Python: 90 Specific Ways to Write Better Python
Useful Packages
NetworkX-Software for complex networks
Tensorflow-Open source software library for Machine Intelligence
h5py-A Pythonic interface to the HDF5 binary data format.
Tips
Difference Between Python2.X and Python3.X
C++
C++ Primer
Effective C++
STL 源码剖析
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Eddie van der Meer
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