Home Science Computer Science Machine learning
Machine Learning Course from Caltech

Machine Learning Course from Caltech

18 lectures by Professor Yaser Abu-Mostafa from Caltech
Video Beginner
UPVOTE 2
SAVE THIS COURSE
Course Website
www.youtube.com
Share this page
Gallery
Description
18 lectures (from 2012) taught by Professor Yaser Abu-Mostafa. Duration of one video is approx. 1 hour 20 minutes. Contents: - The Learning Problem - Is Learning Feasible - The Linear Model I - Error and Noise - Training versus Testing - Theory of Generalization - The VC Dimension - Bias-Varaince Tradeoff - The Linear Model II - Neural Networks - Overfitting - Regularization - Support Vector Machines - Kernel Methods - Radial Basis Functions Please go to the course website (Youtube) to view all lectures.

Level:
Beginner
Duration:
18 lecures, 70-80 min each
Submitted by:
Alexia
Reviews
Would you recomment this course to a friend?

DariaRa
What did you like about this course?
Excellent, comprehensive and free course. Professor Yaser Abu-Mostafa is a great teacher.
Discussion
Please sign in to join the discussion.

Yuwu
Yuwu · 284 weeks ago
I had a look at many different ML courses. This is one of the best.