Smriti Shyamal, Ph.D. - Machine Learning Resources

Books

• Friedman, Jerome, Trevor Hastie, and Robert Tibshirani. The elements of statistical learning. Vol. 1. New York: Springer series in statistics, 2001.
  A little ‘math heavy’ but provides a sound background for each of the machine learning techniques.

Machine learning of The Edge

• An introductory blog, nice read: Why Machine Learning on The Edge

Tools

• Scikit-learn: Tools for data mining, data analysis and machine learning

• XGBoost: Gradient boosting library

• H20.ai

Courses

• Coursera course on Machine Learning taught by Andrew Ng, Adjunct Professor, Stanford University