Introduction to Machine Learning
10-315, Fall 2021
Carnegie Mellon University
Aarti Singh
Home
Teaching Staff
Lecture Schedule
Recitations
Homeworks
Date
Topic
Material
September 3 Friday
Probability review
315F21_Rec1.pdf
September 10 Friday
Convex functions
315F21_Rec2.pdf
September 17 Friday
MLE, MAP, and Convex Optimization
315F21_Rec3.pdf
September 24 Friday
Linear Algebra and Calculus
315F21_Rec4.pdf
October 1 Friday
NN implementation
Recitation5.zip
October 8 Friday
Entropy, Decision Tree
315F21_Rec6.pdf
October 15 Friday
October 22 Friday
Constrained Optimization, Duality
315F21_Rec7.pdf
October 29 Friday
November 5 Friday
No classes: Community Engagement Day
November 12 Friday
PCA
315F21_Rec8.pdf
November 19 Friday
Clustering
315F21_Rec9.pdf
November 26 Friday
No classes: Thanksgiving
December 3 Friday
