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Fafa-DL 72bf767636 | 2 years ago | |
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01 Introduction | 2 years ago | |
02 Deep Learning | 2 years ago | |
03 Self-Attention/作业HW3-4 | 2 years ago | |
05 Transformer/作业HW5 | 2 years ago | |
06 GAN/作业HW6 | 2 years ago | |
07 Self-Supervised Learning | 2 years ago | |
08 Explainable AI&Adversarial Attack/作业HW9&HW10 | 2 years ago | |
09 Domain Adaptation/作业HW11 | 2 years ago | |
10 RL/作业HW12 | 2 years ago | |
12 Life-Long&Compression/作业HW13&HW14 | 2 years ago | |
13 Meta Learning/作业HW15 | 2 years ago | |
助教作业范例 | 2 years ago | |
Lecture Schedule.jpg | 2 years ago | |
README.md | 2 years ago |
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 | 视频 | 资料 | 作业 |
---|---|---|---|---|
Introduction | Course Introduction | 链接 | ppt pdf | - |
Introduction | Introduction of ML/DL | 链接 | ppt pdf | HW1: Regression |
Deep Learning | Guideline of ML: overfit | 链接 | ppt pdf | - |
Deep Learning | Critical Point: small gradient | 链接 | ppt pdf | - |
Deep Learning | Adaptive Learning Rate: optimizer | 链接 | ppt pdf | - |
Deep Learning | Loss of Classification: classification | 链接 | ppt pdf | HW2: Classification |
CNN & Self-Attention | ML Pretest | - | - | |
CNN & Self-Attention | CNN | 链接 | ppt pdf | HW3: CNN |
CNN & Self-Attention | Self-Attention | 链接 | ppt pdf | HW4: Self-Attention |
Theory of ML | PAC Learning | - | - | |
Transformer | Normalization | 链接 | ppt pdf | - |
Transformer | Seq2Seq | 链接 | ppt pdf | HW5: Transformer |
Generative Model | GAN | 链接 | ppt pdf | HW6: GAN |
Self-Supervised Learning | BERT | 链接 | ppt pdf | HW7: BERT |
Self-Supervised Learning | Auto-Encoder & Anomaly Detection | 链接 | ppt pdf | HW8: Anomaly Detection |
Explainable AI / Adversarial Attack | Explainable AI | 链接 | ppt pdf | HW9: Explainable AI |
Explainable AI / Adversarial Attack | Adversarial Attack | 链接 | ppt pdf | HW10: Adversarial Attack |
Domain Adaptation | - | 链接 | ppt pdf | HW11: Adaptation |
RL | DRL | 链接 | ppt pdf | HW12: RL |
Quantum ML | - | - | - | |
Life-Long/Compression | Life-long Learning | 链接 | ppt pdf | HW13: Compression |
Life-Long/Compression | Network Compression | 链接 | ppt pdf | HW14: Life-long Learning |
Meta Learning | - | 链接 | ppt pdf | HW15: Meta Learning |
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