Machine Learning 10-601 Spring 2015: Recitations
Machine Learning
10-601, Spring 2015
Carnegie Mellon University
Tom Mitchell and Maria-Florina Balcan
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Previous material
Date Lecture Topics Readings and useful links Handouts
Jan 15 Math Review
Decision Trees
Notes
Jan 22 Octave tutorial
MLE and MAP
Video
Jan 30 Naive Bayes
Video
Feb 5 Regression
Slides
Video
Feb 12 Learning theory
Video
Feb 19 Graphical models
Video
Feb 26 Additional practice with graphical models
Video
Mar 5 Midterm solutions review
Video
Mar 19 Boosting
Video
Mar 26 SVM
Video
Apr 2 Semi-supervised and Active Learning
Video
Apr 9 Dimensionality reduction
PCA
Video
Apr 16 Neural networks
Video
Apr 24 Exam review
Video