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README.md

ml-directory

Machine learning directory

Papers

Reference papers

Books

Statistics

Reinforcement Learning:

Courses

Machine Learning:

Deep stuff:

ML Heuristics

Quotes

  • Keep PCA components to maintain 97-98% of variance (Andrew Ng, First ML MOOC)
  • k=10 in k-fold CV (Ambroise McLachlan)
  • Use 10x samples the VC-dimension for training (Learning from Data course by Yaser S. Abu-Mostafa)
  • Word2vec: Skip Gram works well with small amount of data and is found to represent rare words well. On the other hand, CBOW is faster and has better representations for more frequent words. Article

Papers

Papers that account heuristics:

Pages

Topics

AutoML - Automated Machine Learning:

Web sites

Tutorials

CNN

RNN

Software

Deep Learning:

Blog roll

About

Link collection for various resources on machine learning

Resources

Releases

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