A list of useful resources (books, courses) I have read or taken.

I have read a series books. Below are some selected books I have finished.

  1. Machine Learning, Deep Learning, and Data Science
  • The Elements of Statistical Learning (ESL) (link)
    • By Trevor Hastie, Robert Tibshirani, Jerome Friedman
    • Good reference book, need some mathematical background
  • Deep Learning (link)
    • By Ian Goodfellow, Yoshua Bengio, Aaron Courville
    • Good reference book
  • Deep Learning with Python
    • By François Chollet
    • Very practical book for deep learning with Keras. Strongly suggested
  • Data Mining: Concepts and Techniques
    • By Jiawei Han, Micheline Kamber, Jian Pei
    • A very detailed tutorial and practical hands-on experiment on data mining. Strongly suggested