 Linear algebra references

 My lecture notes on Maths for Intelligent Systems
 Stanford teaching material linalg
 (Standard Reference) Gilbert Strang: Linear Algebra and its Applications and its MIT Open Courseware site
 Duda, Hart, Stork: Pattern Classification (Chapter A gives a very brief review of linear algebra and probabilities) here and here
 (Coordinatefree linear algebra) Sadri Hassani: Mathematical Physics: A Modern Introduction to its Foundations here
 Chapters 7 and 8 in Erwin Kreyszig: Advanced Engineering Mathematics here
 Probabilities

 Bishop, C. M.: Pattern Recognition and Machine Learning