Course Materials

Week 0 - Introduction and Pipeline

Aug 28
SectionCourse Introduction
Slides
Aug 29
SectionML Pipeline
Read Chapter 1 of DDL
Quiz Slides Handout

Week 1 - Instance Based Modeling and Basic Clustering

Sep 2
SectionKNN
No Reading
Quiz Handout Slides
Lab 0 due
Sep 3
Lab Data Processing
Sep 4
SectionK-Means
No Reading
Quiz Slides Handout
Sep 5
Codelet 0 due Lab 1 due

Week 2 - Decision Trees and Intro to Linear Regression

Sep 9
SectionDecision Trees
Read Chapter 6 of Hands on Machine Learning by Aurélien Géron
Quiz Slides Handout
Sep 10
Lab Clustering
Sep 11
SectionLinear Regression I
Read Chapter 3.1.1 of Dive into Deep Learning
Slides Handout
Sep 12
Codelet 1 due Lab 2 due

Week 3 - Linear Regression and Recommender Systems

Sep 16
SectionLinear Regression II
Read Chapter 3.2-3.4 of Dive into Deep Learning
Quiz Slides Handout
Sep 17
Lab Regression and Interpretability
Sep 18
SectionRecommender Systems I
Read Chapter 21.1 from Dive into Deep Learning
Quiz Slides Handout
Sep 19
Codelet 2 due Lab 3 due