Introduction to Machine Learning

10-401, Spring 2018

Carnegie Mellon University

Maria-Florina Balcan




Date Lecture Location Time Handouts
Jan 18 Octave
WEH 4709
6:30-7:30pm
slides
Jan 23 Probability
Baker Hall 235B
7:00-8:00pm
slides
Jan 30 MLE, MAP
Baker Hall 235A
7:00-8:00pm
slides
Feb 6 Naive Bayes Baker Hall 235A
7:00-8:00pm
slides
Feb 8 Naive Bayes Wean 8427
7:00-8:00pm
slides
Feb 15 Logistic Regression Wean 8427
7:00-8:00pm
slides
Feb 22 Kernels and SVM Wean 8427
7:00-8:00pm
slides
Mar 1 Generalization Guarantees Wean 8427
7:00-8:00pm
slides
Mar 6 Midterm Review
Baker Hall 235A
7:00-8:00pm

Mar 22 Model Selection, Linear Regression Wean 8427
7:00-8:00pm
slides
Mar 29 Neural Networks Wean 8427
7:00-8:00pm

Apr 5 Boosting Wean 8427
7:00-8:00pm
slides
Apr 12 Unsupervised Learning Wean 8427
7:00-8:00pm
slides
Apr 24 Active Learning Baker Hall 235A
7:00-8:00pm
slides
Apr 26 Clustering/PCA and Reinforcement Learning Wean 8427
7:00-8:00pm
slides
May 1 Review for Final Baker Hall 235A
7:00-8:00pm