Machine Learning

Courses

Tools

  • Matlab
  • R
  • Python – scikit-learn

Books

  • Machine Learning: An Algorithmic Approach [Marsland]
  • Machine Learning: A Probabilistic Perspective [Murphy]
  • Introduction to Statistical Learning [James, Witten, Hastie, Tibshirani]
  • Elements of Statistical Learning [Hastie, Tibshirani, Friedman]
  • Pattern Recognition and Machine Learning [Bishop]
  • Building Machine Learning Systems with Python [Packt]
  • Machine Learning with R [Packt]
  • Mastering Machine Learning with scikit-learn [Packt]
  • Real World Machine Learning [Manning]

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