Christopher Bishop, a Technical Fellow at Microsoft Research, has released his textbook Pattern Recognition and Machine Learning as a free PDF download.
The book is a bit older, published in 2006, but it stills contains some great information. Some of the topics covered include:
- Probability Distributions
- Regression
- Classification
- Neural Networks
- Ensemble Models
- K-Means Clustering
- and many more….
Happy Reading!