;; -*- mode: org -*-

Assignments for ml-class using python (numpy, scipy) rather than octave. Intended to run in a python shell through python-mode.

Currently I have implemented from scratch

• linear regression
• logistic regression (but not multiclass using OvA)
• a neural net
• learning curves (train, cv, test sets) for training set size and lambda
• k-means
• PCA
• anomaly detection
• collaborative filtering

I have used sklearn’s ML algorithms for

• svm