Machine Learning (Caltech)

This is an introductory course by Caltech Professor Yaser Abu-Mostafa on machine learning that covers the basic theory, algorithms, and applications. Machine learning (ML) enables computational systems to adaptively improve their performance with experience accumulated from the observed data. ML techniques are widely applied in engineering, science, finance, and commerce to build systems for which we do not have full mathematical specification (and that covers a lot of systems). The course balances theory and practice, and covers the mathematical as well as the heuristic aspects.

Begin Course

University

Caltech

Professor

Yaser Abu Mostafa

Lectures

18 Lectures

University

Caltech

Professor

Yaser Abu Mostafa

Lectures

18 Lectures

WATCH NEXT IN MACHINE LEARNING (CALTECH)


Lecture 8

Bias



Lecture 11

Overfitting



Lecture 12

Regularization



Lecture 13

Validation



Lecture 15

Kernel Methods



Lecture 18

Epilogue