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schedule [2016/09/01 12:30] asa |
schedule [2016/09/26 09:26] asa |
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^ Week 2: August 30, Sept 1 | | | | | ^ Week 2: August 30, Sept 1 | | | | | ||
| Tuesday | Linear models ({{wiki:02_linear.pdf | slides}}). Short intro to LaTex and python [ [[notes:python_getting_started | notes]] ]. | Chapter 1, and Section 3.1 in the textbook | | | | Tuesday | Linear models ({{wiki:02_linear.pdf | slides}}). Short intro to LaTex and python [ [[notes:python_getting_started | notes]] ]. | Chapter 1, and Section 3.1 in the textbook | | | ||
- | | Thursday | Linear models and the perceptron algorithm (cont). More Python; [[code:perceptron | code]] for the perceptron. | Chapter 1, and Section 3.1 in the textbook | | | + | | Thursday | Linear models and the perceptron algorithm (cont). | Chapter 1, and Section 3.1 in the textbook | [[assignments:assignment2| Assignment 2]] is available. | |
^ Week 3: September 6,8 | | | | | ^ Week 3: September 6,8 | | | | | ||
- | | Tuesday | Linear regression. | Chapter 3.2 | | | + | | Tuesday | [[code:perceptron | code]] for the perceptron. Linear regression ({{wiki:03_linear_regression.pdf | slides}}). | Chapter 3.2 | | |
- | | Thursday | Logistic regression | Chapter 3.3 | | | + | | Thursday | Logistic regression ({{wiki:04_logistic_regression.pdf | slides}}). | Chapter 3.3 | | |
+ | ^ Week 4: September 13,15 | | | | | ||
+ | | Tuesday | Overfitting ({{wiki:05_overfitting.pdf | slides}}) | Chapters 2.3,4.1 | | | ||
+ | | 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 | SVMs (cont) | Chapter e-8 | | | ||
... | ... |