Machine Learning Course from Caltech
18 lectures by Professor Yaser Abu-Mostafa from Caltech
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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.
Reviews
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What did you like about this course?
Excellent, comprehensive and free course. Professor Yaser Abu-Mostafa is a great teacher.
Discussion
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Yuwu · 339 weeks ago
I had a look at many different ML courses. This is one of the best.