Name		Name	Last commit message	Last commit date
parent directory ..
01 Introduction		01 Introduction
02 Deep Learning		02 Deep Learning
03 Self-Attention/作业HW3-4		03 Self-Attention/作业HW3-4
05 Transformer/作业HW5		05 Transformer/作业HW5
06 GAN/作业HW6		06 GAN/作业HW6
07 Self-Supervised Learning		07 Self-Supervised Learning
08 Explainable AI&Adversarial Attack/作业HW9&HW10		08 Explainable AI&Adversarial Attack/作业HW9&HW10
09 Domain Adaptation/作业HW11		09 Domain Adaptation/作业HW11
10 RL/作业HW12		10 RL/作业HW12
12 Life-Long&Compression/作业HW13&HW14		12 Life-Long&Compression/作业HW13&HW14
13 Meta Learning/作业HW15		13 Meta Learning/作业HW15
助教作业范例		助教作业范例
Lecture Schedule.jpg		Lecture Schedule.jpg
README.md		README.md

README.md

李宏毅2021春季机器学习课程课件及作业

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	-	pdf
CNN & Self-Attention	CNN	ppt pdf	HW3: pdf code
CNN & Self-Attention	Self-Attention	ppt pdf	HW4: pdf code
Theory of ML	PAC Learning	pdf	-
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	-	pdf	-
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