Machine Learning and Deep Learning
Fall 2023
- Schedule: Mon/Wed 1:00pm-2:30pm
- Location: GIST College Building C, Room 104
- Class Information: See this page
Notice
- Homework 3 is released - Due: Oct 15
- Link for team formation (Submit by Sep 24)
- Project announcement
Herebelow, you can find the tentative schedule of the course. ISL refers to Introduction to Statistical Learning (ISL) textbook.
Date | Description | Readings | Homeworks |
---|---|---|---|
8/28 | Introduction | ISL Ch.1 | |
8/30 | Statistical Learning | ISL Ch.2 | |
9/4 | Statistical Learning | ||
9/6 | Linear Regression | ISL Ch.3 | |
9/11 | Linear Regression | HW1 due | |
9/13 | Classification | ISL Ch.4 | |
9/18 | Classification | ||
9/20 | Resampling Methods (+ Project Announcement) | ISL Ch.5 | |
9/25 | Linear Model Selection and Regularization | HW2 due | |
9/27 | Linear Model Selection and Regularization | ISL Ch.6 | |
10/2 | National Holiday | ||
10/4 | Moving Beyond Linearity | ISL Ch.7 | |
10/9 | National Holiday | ||
10/11 | Moving Beyond Linearity | ||
10/16 | Tree-Based Methods | ISL Ch.8 | HW3 due |
10/18 | Tree-Based Methods | ||
10/23 | Midterm (tentative) | ||
10/25 | |||
10/30 | Support Vector Machines | ISL Ch.9 | |
11/1 | Support Vector Machines | ||
11/6 | Survival Analysis and Censored Data | ISL Ch.11 | HW4 due |
11/8 | Survival Analysis and Censored Data | ||
11/13 | Unsupervised Learning | ISL Ch.12 | |
11/15 | Unsupervised Learning | ||
11/20 | Multiple Testing | ISL Ch.13 | HW5 due |
11/22 | Multiple Testing | ||
11/27 | Deep Learning | ISL Ch.10 | |
11/29 | Deep Learning | ||
12/4 | Poster presentation | HW6 due | |
12/6 | Final Exam (tentative) | ||
12/11 | |||
12/13 | Report due |