Introduction to Machine Learning
10-315, Spring 2022
Carnegie Mellon University
Aarti Singh
, Henry Chai
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Teaching Staff
Lecture Schedule
Recitations
Homeworks
Date
Topic
Material
January 21 Friday
Probability review
315S22_Rec1.pdf
January 28 Friday
Convex functions
315S22_Rec2.pdf
February 4 Friday
MLE, MAP, and Convex Optimization
315S22_Rec3.pdf
February 11 Friday
Linear Algebra and Calculus
315S22_Rec4.pdf
February 18 Friday
NN implementation I
315S22_Rec5.zip
February 25 Friday
NN implementation II
315S22_Rec6.pdf
March 4 Friday
Spring Break -- No Class
March 11 Friday
Spring Break -- No Class
March 18 Friday
Entropy, Decision Trees
315S22_Rec7.pdf
March 25 Friday
Constrained Optimization, Duality
315S22_Rec8.pdf
April 1 Friday
SVMs, Kernels
315S22_Rec9.pdf
April 8 Friday
Spring Carnival -- No Class
April 15 Friday
PCA
315S22_Rec10.pdf
April 22 Friday
Clustering
315S22_Rec11.pdf
April 29 Friday
No Class