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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 .