Schedule
Week | Session | Day | Date | Topic |
---|---|---|---|---|
1 | 1 | Th | 08/29 | Course Overview & Introduction to the Data Science Lifecycle more |
2 | M | 09/02 | Labor Day - no classes (Tuesday follows Monday schedule) | |
2 | 2 | Tu | 09/03 | Python Basics more Assignment 1 due 09/17 |
2 | 3 | Th | 09/05 | Python Basics |
3 | 4 | M | 09/09 | Python conditionals, loops, functions, aggregating. |
3 | 5 | Th | 09/12 | Python conditionals, loops, functions, aggregating (continued) Assignment 2 due 09/26 |
4 | 6 | M | 09/16 | Python visualization, data manipulation , and feature creation. |
4 | 7 | Th | 09/19 | Python visualization, data manipulation , and feature creation (continued) Assignment 3 due 10/03 |
5 | 8 | M | 09/23 | Visualization with Tableau |
5 | 9 | Th | 09/26 | Visualization with Tableau Assignment 4 due 10/10 |
6 | 10 | M | 09/30 | Introduction to R |
6 | 11 | Th | 10/03 | Introduction to R Assignment 5 due 10/17 |
7 | 12 | M | 10/07 | Overview of Modeling |
7 | 13 | Th | 10/10 | Overview of Modeling Assignment 6 due 10/24 |
8 | 14 | M | 10/14 | Review/Kaggle Project Introduction |
8 | 15 | Th | 10/17 | Midterm Assignment 7 due 10/31 |
9 | 16 | M | 10/21 | Classification |
9 | 17 | Th | 10/24 | Classification |
10 | 18 | M | 10/28 | Regression |
10 | 19 | Th | 10/31 | Regression |
11 | 20 | M | 11/04 | Text and NLP |
11 | 21 | Th | 11/07 | Text and NLP |
12 | 22 | M | 11/11 | Introduction to Big Data Assignment 8 due 11/25 |
12 | 23 | Th | 11/14 | Time Series Analysis |
13 | 24 | M | 11/18 | Image Data and Deep Learning |
13 | 25 | Th | 11/21 | Image Data and Deep Learning |
14 | 26 | M | 11/25 | Automl and Modeling Packages |
14 | Th | 11/28 | Thanksgiving | |
15 | 27 | M | 12/02 | Automl and Model Search |
15 | 28 | Th | 12/05 | Final Presentations |
16 | 29 | M | 12/09 | Final Presentations |
17 | TBD | TBD | Final Exam |