Wiki

Frontier

Useful Skills

Paper templates and tricks by Yishi Lin
Learning by Doing, advice from Cal Poly
The 7 Habits of Highly Effective People

Courses/Lectures

videolecture.net
Learning and Optimization for Sequential Decision Making
UCL Course on RL

Advice

How to Study Math
How to Give Clear Talks
Accelerate Your Coding Skills
General PhD Guidance

Blogs

OpenAI
DeepMind
BAIR
Lil_RL
Theory of Computing Blog Aggregator
Cool Shell, 陈皓
morvanzhou
I am a bandit by Sebastien Bubeck
Bandit Algorithms by Tor Lattimore

Books

Deep Learning

Multi-arm Bandit & Provably Efficient RL

Probability Theory

Statistical Estimate

Game Theory

Submodular

Causal Inference

Writing

Thought-Provoking

Tutorial

Pytorch
Exploration-Exploitation in RL
Theoretical Foundation of RL

Talks

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

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

C++

Cheat sheets

Chicken Soup

Photography

1x Community
500px Community

Guitar

Tommy Emmanuel
Sungha Jung
Eddie van der Meer
B站苍小天

Games