Resources
A Few
Useful Things to Know about Machine Learning
Rules of Machine Learning (Google)
On the Opportunities and Risks of Foundation Models
RECOMMENDED BOOKS
The following books
will help you deepen your
understanding of the material:
- The Elements of Statistical Learning: Data Mining, Inference, and Prediction, [ FREE
pdf ]
Trevor Hastie, Robert Tibshirani, Jerome Friedman
- An
Introduction to Statistical Learning, [ FREE
pdf ]
Gareth James, Daniela Witten, Trevor Hastie, Robert Tibshirani
- A Course in
Machine Learning, [ FREE pdf ]
Hal Daumé III
- Deep Learning, [ FREE pdf ]
Ian Goodfellow, Yoshua Bengio, Aaron Courville
- Dive into Deep Learning, [ FREE pdf ]
Aston Zhang, Zachary C. Lipton, Mu Li, Alexander J. Smola
- Speech and Language Processing, [ FREE pdf ]
Dan Jurafsky and James H. Martin
ML
using Python
