Introduction to Machine Learning
10-315, Fall 2020
Carnegie Mellon University
Aarti Singh
Home
Teaching Staff
Lecture Schedule
Recitations
Homeworks
Date
Topic
Material
September 4 Friday
ML common sense, Probability, convexity
Convexity.pdf
,
Komal's Notes
,
Siddarth's Notes
September 11 Friday
Optimization Slides
September 18 Friday
MLEandMAP.pdf
September 25 Friday
LinearAlgebra.pdf
October 2 Friday
NN1.pynb
October 9 Friday
NN2.ipynb
,
CNN_Layers.pdf
October 16 Friday
No classes: Community Engagement Day
October 23 Friday
No classes: Midsemester Break
October 30 Friday
Kernels_ConstrainedOpt
November 6 Friday
DecisionTreesBoostingExampleProb.pdf
November 13 Friday
Colab
,
ComparisonTable
November 20 Friday
PCA
November 27 Friday
No classes: Thanksgiving
December 4 Friday
Learning Theory/Kernel Review
,
Quiz Review/EM Derivation
