This shows you the differences between two versions of the page.
Both sides previous revision Previous revision Next revision | Previous revision | ||
schedule [2016/11/01 14:08] asa |
schedule [2016/12/05 10:38] (current) asa |
||
---|---|---|---|
Line 39: | Line 39: | ||
| Thursday | [[code:theano| Theano]]. Features ({{wiki:13_features.pdf | slides}}) | Chapter e-9 | | | | Thursday | [[code:theano| Theano]]. Features ({{wiki:13_features.pdf | slides}}) | Chapter e-9 | | | ||
^ Week 11: November 1,3 | | | | | ^ Week 11: November 1,3 | | | | | ||
- | | Tuesday | Feature selection ({{wiki:13_features.pdf | slides}}) | [[http://www.jmlr.org/papers/v3/guyon03a.html | An Introduction to Variable and Feature Selection]]. Isabelle Guyon, André Elisseeff; 3(Mar):1157-1182, 2003. | | | + | | Tuesday | Feature selection ({{wiki:13_features.pdf | slides}}); feature selection[[[code:feature_selection| demo]]. | [[http://www.jmlr.org/papers/v3/guyon03a.html | Introduction to Variable and Feature Selection]]. | | |
- | | Thursday | Principal components analysis (PCA) | Chapter e-9 | | | + | | Thursday | Principal components analysis (PCA) ({{wiki:14_pca.pdf | slides}}) [[code:pca|demo of pca]] | Chapter e-9 | [[assignments:assignment6| Assignment 6]] is available. | |
- | + | ^ Week 12: November 8,10 | | | | | |
- | ... | + | | Tuesday | Nearest neighbor methods ({{wiki:15_nearest_neighbors.pdf | slides}}); [[code:nearest_neighbors | demo]]. | Chapter e-6 | | |
- | |< 100% 18% 40% 19% 13% >| | + | | Thursday | Clustering ({{wiki:16_clustering.pdf | slides}}) kmeans [[http://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_assumptions.html | demo]] | Chapter 10 in [[http://www-bcf.usc.edu/~gareth/ISL/ | introduction to statistical learning]] | | |
+ | ^ Week 13: November 15,17 | | | | | ||
+ | | Tuesday | Naive Bayes classification ({{wiki:18_naive_bayes.pdf | slides}}); [[code:naive_bayes | demo]]. | | | | ||
+ | | Thursday | Intro to computational learning theory ({{wiki:19_vc_dimension.pdf | slides}}) | Chapter 1.3 in the textbook | | | ||
+ | ^ Thanksgiving break | | | | | ||
+ | ^ Week 14: November 29, December 1 | | | | | ||
+ | | Tuesday | The VC dimension ({{wiki:20_vc_dimension.pdf | slides}}); Least squares regression revisited ({{wiki:21_linear_regression_revisited.pdf | slides}}) | Chapter 2.1, 2.2 in the textbook | | | ||
+ | | Thursday | Ensemble models ({{wiki:22_ensembles.pdf | slides}}); [[code:ensembles | demo]]. | | | | ||
^ Week 15: December 6,8 | | | | | ^ Week 15: December 6,8 | | | | | ||
- | | Tuesday | Course summary | | | | + | | Tuesday | Course summary ({{wiki:23_course_summary.pdf | slides}}) | | | |
| Thursday | Poster session | | | | | Thursday | Poster session | | | | ||
- | | + | ^ Week 16 | | | | |
+ | | Tuesday | Submit final reports | | | | ||
| | ||
| |