Machine Learning Course - CS 156
5.0
(3)
23 learners
What you'll learn
This course includes
- 23.5 hours of video
- Certificate of completion
- Access on mobile and TV
Course content
1 modules • 18 lessons • 23.5 hours of video
Machine Learning Course - CS 156
18 lessons
• 23.5 hours
Machine Learning Course - CS 156
18 lessons
• 23.5 hours
- Lecture 01 - The Learning Problem 01:21:28
- Lecture 02 - Is Learning Feasible? 01:16:49
- Lecture 03 -The Linear Model I 01:19:44
- Lecture 04 - Error and Noise 01:18:22
- Lecture 05 - Training Versus Testing 01:16:58
- Lecture 06 - Theory of Generalization 01:18:12
- Lecture 07 - The VC Dimension 01:13:31
- Lecture 08 - Bias-Variance Tradeoff 01:16:51
- Lecture 09 - The Linear Model II 01:27:14
- Lecture 10 - Neural Networks 01:25:16
- Lecture 11 - Overfitting 01:19:49
- Lecture 12 - Regularization 01:15:14
- Lecture 13 - Validation 01:26:12
- Lecture 14 - Support Vector Machines 01:14:16
- Lecture 15 - Kernel Methods 01:18:19
- Lecture 16 - Radial Basis Functions 01:22:08
- Lecture 17 - Three Learning Principles 01:16:18
- Lecture 18 - Epilogue 01:09:28
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