| 名称 | 项目 |
|---|---|
| 2021课程主页 | 李宏毅2021春季机器学习 |
| 百度云资料/作业/范例汇总 | 提取码：sv1i |
| 章节 | 名称 | 资料 | 作业 |
|---|---|---|---|
| Introduction | Course Introduction | ppt pdf | Colab: pdf code Pytorch: pdf1 pdf2 code |
| Introduction | Introduction of ML/DL | ppt pdf | HW1: pdf code |
| Deep Learning | Guideline of ML: overfit | ppt pdf | - |
| Deep Learning | Critical Point: small gradient | ppt pdf | - |
| Deep Learning | Adaptive Learning Rate: optimizer | ppt pdf | - |
| Deep Learning | Loss of Classification: classification | ppt pdf | HW2: pdf code code |
| CNN & Self-Attention | ML Pretest | - | |
| CNN & Self-Attention | CNN | ppt pdf | HW3: pdf code |
| CNN & Self-Attention | Self-Attention | ppt pdf | HW4: pdf code |
| Theory of ML | PAC Learning | - | |
| Transformer | Normalization | ppt pdf | - |
| Transformer | Seq2Seq | ppt pdf | HW5: pdf code code |
| Generative Model | GAN | ppt pdf | HW6: pdf code |
| Self-Supervised Learning | BERT | ppt pdf | HW7: pdf code |
| Self-Supervised Learning | Auto-Encoder & Anomaly Detection | ppt pdf | HW8: pdf code |
| Explainable AI / Adversarial Attack | Explainable AI | ppt pdf | HW9: pdf code |
| Explainable AI / Adversarial Attack | Adversarial Attack | ppt pdf | HW10: pdf code |
| Domain Adaptation | - | ppt pdf | HW11: pdf code code |
| RL | DRL | ppt pdf | HW12: pdf code code |
| Quantum ML | - | - | |
| Life-Long/Compression | Life-long Learning | ppt pdf | HW13: pdf code |
| Life-Long/Compression | Network Compression | ppt pdf | HW14: pdf code |
| Meta Learning | - | ppt pdf | HW15: pdf code |
