Machine Learning Video Library - Learning From Data (Abu-Mostafa) - 0 views
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Kiran Kuppa on 30 Jan 13These are a set of video lectures by Prof. Yaser S. Abu Mostafa of Caltech on Statistical Learning Theory that accompany his book "Learning from Data". The topics covered in brief are: 1.Bayesian Learning 2. Bin Model 3. Data Snooping 4. Ensemble Learning 5. Gradient Descent 6. Learning Curves (Regression) 7. Neural Networks 8. Overfitting problem 9. Radial basis functions and Regularization 10. Support Vector Machines 11. VC Dimension
