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Case Study course for DS studies in Spring 2021/22
2022l-wb-xai-tabular's Introduction
User Studies - group 2022L-WB-XAI-tabular
@mcavs
| Week |
Date |
Topic |
Point |
| 1 |
Feb 24, 2022 |
Introduction to the course |
|
| 2 |
Mar 3, 2022 |
ML Philosophy and XAI + Lab 1 |
|
| 3 |
Mar 10, 2022 |
Break-Down method and Shapley Values + Lab 2 |
|
| 4 |
Mar 17, 2022 |
Overview of homework I |
9 pts. |
| 5 |
Mar 24, 2022 |
LIME method + Lab 3 |
|
| 6 |
Mar 31, 2022 |
Overview of homework II |
9 pts. |
| 7 |
Apr 7, 2022 |
Ceteris Paribus Profiles |
|
| 8 |
Apr 14, 2022 |
Overview of homework III |
10 pts. |
| 9 |
Apr 21, 2022 |
Permutational Variable Importance |
|
| 10 |
Apr 28, 2022 |
Overview of homework IV |
10 pts. |
| 11 |
May 5, 2022 |
Partial Dependence Profiles and Accumulated Local Effects |
|
| 12 |
May 19, 2022 |
Global Explanations |
|
| 13 |
May 26, 2022 |
Overview of homework V |
10 pts. |
| 14 |
Jun 2, 2022 |
Model exploration |
|
| 15 |
Jun 9, 2022 |
Summary of the projects / consultation |
|
Assessment rules (total of 100 points)
- Work in laboratories - 48 points
- Recorded presentation - 16 points (evaluated by all lecturers)
- The two class group presentations with the best grades will be presented to all students.
- Final report - 32 points
- Application of good practices of using Git - 4 points.
Work in laboratories (homework) - 48 points
2022l-wb-xai-tabular's People
React
Typescript
Django
Laravel
Facebook
Microsoft
Google
Alibaba
D3
Tencent