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schedule [2016/09/13 09:40] asa |
schedule [2016/10/04 09:39] asa |
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^ Week 4: September 13,15 | | | | | ^ Week 4: September 13,15 | | | | | ||
| Tuesday | Overfitting ({{wiki:05_overfitting.pdf | slides}}) | Chapters 2.3,4.1 | | | | Tuesday | Overfitting ({{wiki:05_overfitting.pdf | slides}}) | Chapters 2.3,4.1 | | | ||
- | | Thursday | Regularization and model selection; cross validation ({{wiki:06_regularization.pdf | slides}}) | Chapter 4 | | + | | Thursday | Regularization and model selection ({{wiki:06_regularization.pdf | slides}}) | Chapter 4 | |
+ | ^ Week 5: September 20,22 | | | | | ||
+ | | Tuesday | Model selection and cross validation (continued). Code for [[code:cross_validation | cross validation]] in scikit-learn | Chapter 4 | [[assignments:assignment3| Assignment 3]] is available. | | ||
+ | | Thursday | Discussion of classifier evaluation and metrics for classifier accuracy; here's the code for computing/plotting [[code:roc|ROC curves]]. Short intro to large margin classification ({{wiki:07_svm.pdf | slides}}) | Chapter e-8 | | | ||
+ | ^ Week 6: September 27,29 | | | | | ||
+ | | Tuesday | Large margin classification: support vector machines ({{wiki:07_svm.pdf | slides}}) | Chapter e-8 | | | ||
+ | | Thursday | The dual for the hard margin and soft margin SVM ({{wiki:07_svm.pdf | slides}}); [[code:demo2d|svm demo]]; Expressing SVMs in terms of error + regularization ({{wiki:07_svm_unbalanced.pdf | slides}}) | Chapter e-8 | | | ||
+ | ^ Week 7: October 4,7 | | | | | ||
+ | | Tuesday | SVMs for unbalanced data ({{wiki:07_svm_unbalanced.pdf | slides}}) Nonlinear classification with kernels ({{wiki:08_kernels.pdf | slides}}) | Chapter e-8 | [[assignments:assignment4| Assignment 4]] is available. | | ||
+ | | Thursday | Kernels (continued) | Chapter e-8 | | | ||
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