This repository contains code and slides of 15 homeworks for Machine Learning instructed by 李宏毅(Hung-Yi Lee). All the information about this course can be found on the course website.
| # | Topic | Video | Reading | Homework | Finish Date |
|---|---|---|---|---|---|
| 1 | Introduction of Deep Learning | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 2 | What to do if my network fails to train | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 3 | Image as input | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 4 | Sequence as input | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 5 | Sequence to sequence | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 6 | Generation | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| - | Self-supervised learning for NLP | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 7 | Self-supervised learning for Speech and Image | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 8 | Auto-encoder/ Anomaly Detection | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 9 | Explainable AI | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 10 | Attack | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 11 | Adaptation | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 12 | Reinforcement Learning | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 13 | Network Compression | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 14 | Life-long Learning | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| 15 | Meta Learning | 🌑 | 🌑 | 🌑 | 00-00-2024 |
| # | Topic | Code | Progress |
|---|---|---|---|
| 1 | Regression | Code | ❌ |
| 2 | Classification | Code | ❌ |
| 3 | CNN | Code | ❌ |
| 4 | Self-Attention | Code | ❌ |
| 5 | Transformer | Code | ❌ |
| 6 | GAN | Code | ❌ |
| 7 | BERT | Code | ❌ |
| 8 | Autoencoder | Code | ❌ |
| 9 | Explainable AI | Code | ❌ |
| 10 | Adversarial Attack | Code | ❌ |
| 11 | Adaptation | Code | ❌ |
| 12 | Reinforcement Learning | Code | ❌ |
| 13 | Network Compression | Code | ❌ |
| 14 | Life-Long Learning | Code | ❌ |
| 15 | Meta Learning | Code | ❌ |