Resources
A list of useful resources (books, courses) I have read or taken.
#Books
I have read a series books. Below are some selected books I have finished.
- 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