LHY_ML2021

My note of Machine Learning 2021 teach by Hong-ui Lee

The link of Class:

https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html

The link of vedio:

https://www.bilibili.com/video/BV1Wv411h7kN

Catalog

第一节 Introduction 作业 HW1: Regression
第二节 Deep Learning 作业 HW2: Classification
第三节 Self-Attention 作业 HW3: CNN HW4: Self-Attention
第四节 Theory of ML
第五节 Transformer 作业 HW5: Transformer
第六节 Generative Model 作业 HW6: GAN
第七节 Self-Supervised Learning 作业 HW7: BERT HW8: Autoencoder
第八节 Explainable AI / Adversarial Attack 作业 HW9: Explainable AI HW10: Adversarial Attack
第九节 Domain Adaptation/ RL 作业 HW11: Adaptation
第十节 RL 作业 HW12: RL
第十一节 Privacy v.s. ML
第十二节 Quantum ML
第十三节 Life-Long/Compression 作业 HW13: Life-Long HW14: Compression
第十四节 Meta Learning 作业 HW15: Meta Learning

Name		Name	Last commit message	Last commit date
Latest commit History 5 Commits
00 Catalog		00 Catalog
01 Introduction		01 Introduction
02 Deep Learning		02 Deep Learning
03 Self-Attention		03 Self-Attention
05 Transformer		05 Transformer
06 GAN		06 GAN
07 Self-Supervised Learning		07 Self-Supervised Learning
08 Adversarial Attack		08 Adversarial Attack
09 Domain Adaptation		09 Domain Adaptation
10 RL		10 RL
11 Life Long Learning		11 Life Long Learning
12 Meta Learning		12 Meta Learning
13 End		13 End
README.md		README.md