Math and Stats Videos

Quadratic forms

https://www.youtube.com/watch?v=LGTInfHChzA

Linear Algebra
https://www.youtube.com/playlist?list=PLflMyS1QOtxwiN5oOuyY4W_8fZlTTnRcF

Analysis of discrete data
https://www.youtube.com/playlist?list=PLflMyS1QOtxy_mfqNWpH6hWc7lqgSfKZM

Brian Caffo Playlists

https://www.youtube.com/user/bcaffo/playlists

In-depth introduction to machine learning in 15 hours of expert videos

http://www.dataschool.io/15-hours-of-expert-machine-learning-videos/

1) Functions (see in particular videos 5 and 6 on binomial expansions and 9 and 10 on exponentials and logarithms)
https://www.youtube.com/watch?v=71CUgRQIZBk&list=PLqvhP6807i-24xFjmato7ifntuu1G8-ym

2) Differentiation (also includes some material on series: see video 13.0 for arithmetic and geometric series)
https://www.youtube.com/watch?v=Yl-Mi00i8SI&list=PLqvhP6807i-1OJUwEcAtkXwFbvhlczhHd

3) Complex numbers
https://www.youtube.com/watch?v=mWrUbcrGlPs&list=PLqvhP6807i-2wtG-7l-FDEsi5eVWuMtUY

4) Vectors
https://www.youtube.com/watch?v=wbCxkf3jJ3w&list=PLqvhP6807i-0zX27olqR5MyY4uBhNkYZj

5) Integration (includes material on useful algebraic manipulation topics such as partial fractions and completing the square)
https://www.youtube.com/watch?v=elFqHzOAlzs&list=PLqvhP6807i-0nC5hcCqteLVuVOLPw6f-a

6) Matrices (includes an introduction, and sections on matrix multiplication, determinants, inverses, systems of linear equations and eigenvalues and eigenvectors)
https://www.youtube.com/watch?v=RQGD9S2C2tE&list=PLqvhP6807i-2cb7PeI1QQkHHfU-BnzZrQ