Machine Learning 2021
Machine Learning (NTU EE 5184, Spring 2021)
Instructor: Hung-yi Lee
Course Website : (https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html)
Homeworks
| # | Homework | Public score | Private Score | Score | Ranking* |
|---|---|---|---|---|---|
| 1 | Regression | 0.87985 | 0.91099 | 9 | Top 35% (709/2032) |
| 2 | Classification | 0.76324 | 0.76319 | 10.5 | Top 5% (59/1522) |
| 3 | CNN | 0.83094 | 0.82546 | 10.5 | Top 7% (87/1404) |
| 4 | Self-Attention | 0.96857 | 0.96888 | 10.5 | Top 7% (81/1170) |
| 5 | Transformer | 33.53 | 32.27 | 10.5 | Top 1% (11/1110) |
| 6 | GAN | (0.688, 7722.47) | NA | 10.5 | Top 41% (405/1118) |
| 7 | BERT | 0.85926 | 0.85157 | 10.5 | Top 4% (39/1263) |
| 8 | Anomaly Detection | 0.90118 | 0.89286 | 10.5 | Top 9% (104/1193) |
| 9 | Explainable AI | NA | NA | 9.7 | NA |
| 10 | Attack | 0.010 | 0.010 | 10.5 | Top 14% (154/1162) |
| 11 | Adaptation | 0.78806 | 0.78744 | 10 | Top 26% (268/1061) |
| 12 | RL | 287 | NA | 10.5 | Top 2% (10/766) |
| 13 | Compression | 0.75686 | 0.75493 | 9.5 | Top 19% (109/590) |
| 14 | Life-Long Learning | NA | NA | 9.2 | NA |
| 15 | Meta Learning | NA | NA | 10 | NA |
*Ranking is based on private leaderboard
Viewing Jupyter notebook
Sometimes the error message "Sorry, something went wrong. Reload?" appears when viewing *.ipynb on a GitHub.
We recommend using nbviewer to view the *.ipynb files
Simply copy the URL of this repository to https://nbviewer.jupyter.org/
Download Google Drive files with WGET
Example of a Google Drive download link (HW3 data):
https://drive.google.com/file/d/1awF7pZ9Dz7X1jn1_QAiKN-_v56veCEKy/view
The url has the following format
https://drive.google.com/file/d/[ID]/view
Copy the ID and run the script wgetgdrive.sh as follows
chmod a+x ./wgetgdrive.sh
./wgetgdrive.sh [ID] [file_name]
For example, to download the data of HW3 and name it as food-11.zip, simply run the following
chmod a+x ./wgetgdrive.sh
./wgetgdrive.sh 1awF7pZ9Dz7X1jn1_QAiKN-_v56veCEKy food-11.zip
Achievement
I finish the 15 assignments with all scores above 9 pts and win a T-shirt as a prize. Only the top 2% (17/1280) students own such an achievement.
