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Some Learning Materials

  • Sampling methods (by Lie Tang) [Part1, Part2, Part3]
  • Gibbs sampling for LDA (by Lie Tang) [Slide]
  • A nice blog on collapsed Gibbs sampling [Link]
  • Deep Learning in a Nutshell (by Tim Dettmers) [Part1, Part2, Part3, Part4]
  • Deep learning papers reading roadmap [Link]

Machine Learning

  • DarkForest, the Facebook Go engine [Link]
  • Machine learning datasets [Link]
  • Rules of machine learning: best practices for ML Engineering (by Martin Zinkevich) [PDF]

Writing

Reading

Miscellaneous