Statistical Learning Theory, Part I

Sumio Watanabe


Lecture in Department of Mathematical and Computing Science, Tokyo Institute of Technology.

(1) Basic concepts in Statistical Learning Theory
Lecture Note 1 , Classification by a neural network, mp4 file

(2) Gradient Descent
Lecture Note 2 , Steepest Descent, mp4 file , Accelerater, mp4 file , Stochastic, mp4 file

(3) Neural Network
Lecture Note 3 , Learning Process, mp4 file , Ridge and Lasso, mp4 file

(4) Boltzmann Machine
Lecture Note 4 , Associative Memory, mp4 file .