Code for Columbia's COMS W4721 Machine Learning for Data Science
Course syllabus: http://www.columbia.edu/~jwp2128/Teaching/W4721/W4721Spring2015.html
- OLS
- Ridge Regression
- LASSO
- Naive Bayes Classifier (binary and multiclass)
- Logistic Regression Classifier (binary, multiclass, and online)
- KNN classifier
- K-means
- AdaBoost
- Probabilistic Matrix Factorization
- Nonnegative Matrix Factorization
- 1st-order Markov Models