Useful Links and Resources
matlab:
- registered students can get a free matlab license here
Linear Algebra Resources:
Probability Resources:
Online Courses:
TextBooks:
- C. Bishop, Pattern Recognition and Machine Learning. 2007
- our semi-textbook; from an engineering perspective
- LIONbook
- Less technical than what we are doing, but very clearly written
- T. Hastie, R. Tibshirani, J. Friedman, The Elements of Statistical Learning: Data Mining, Inference, and Prediction. 2009
- uses the language and notation of statistics
- K. P. Murphy, Machine Learning: A Probabilistic Perspective 2012
- more depth on probability than we will cover, but good.
- T. Mitchell, Machine Learning. 1997.
Other Resources: