schedule
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schedule [2016/09/22 18:41] asa |
schedule [2016/10/11 13:09] asa |
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| | 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 ({{wiki:06_regularization.pdf | slides}}) | Chapter 4 | | | Thursday | Regularization and model selection ({{wiki:06_regularization.pdf | slides}}) | Chapter 4 | | ||
| - | ^ Week 5: September 22,24 | | | | | + | ^ 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. | | | 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 | | | | 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); [[code:model_selection|model selection]] using grid search | Chapter e-8 | | | ||
| + | ^ Week 8: October 11,13 | | | | | ||
| + | | Tuesday | Model selection ({{wiki:09_evaluation.pdf | slides}}). Multi-class classification ({{wiki:10_multi_class.pdf | slides}}), a [[code:multi_class| demo]] of multi-class classification | Chapter 4.3.3 | | | ||
| + | | Thursday | Neural networks | Chapter e-7 | | | ||
| ... | ... | ||
schedule.txt ยท Last modified: 2016/12/05 10:38 by asa
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