Schedule


This schedule should be considered tentative, at least until it actually takes place! Consult the course staffs in advance if needed.

Spring 2018

Date Lecture Title Lecture Contents Lecture Notes Assignment
02/07/18 - - LECTURE 0: SETUP
-
02/14/18 Lecture 1: Introduction and Data Manipulation LECTURE 1: SLIDES
LECTURE 1: VIDEO
LECTURE 1: NUMPY
LECTURE 1: PANDAS
Take Home Quiz
02/21/18 Lecture 2: Manipulation Techniques and Visualization LECTURE 2: SLIDES
LECTURE 2: VISUAL
LECTURE 2: DEMO
LECTURE 2: DATASET
Project A
02/28/18 Lecture 3: Introduction to Machine Learning LECTURE 3: SLIDES
LECTURE 3: SUPER
Project A
03/07/18 Lecture 4: Introduction to Classification LECTURE 4: SLIDES
LECTURE 4: CLASS
LECTURE 4: DEMO
LECTURE 4: DATASET
Project B
03/14/18 Lecture 5: SVM LECTURE 5: SLIDES
LECTURE 5: VIDEO
LECTURE 5: SVM
LECTURE 5: DEMO
Project B
03/21/18 Lecture 6: Logistic Regression and Decision Trees LECTURE 6: SLIDES
LECTURE 6: LOGIT
LECTURE 6: DEMO
Project C
03/28/18 Lecture 7: Unsupervised Learning LECTURE 7: SLIDES
LECTURE 7: UNSUP
LECTURE 7: DEMO
Project C
04/11/18 Lecture 8: Model Optimization LECTURE 8: SLIDES
LECTURE 8: MODEL
Final Project
04/18/18 Lecture 9: Cross Validation & Ensemble Learning LECTURE 9: SLIDES
LECTURE 9: ENSEM
LECTURE 9: BAG
Final Project