Lhy_Machine_Learning/2021 ML

• 李宏毅2021春季机器学习课程课件及作业

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

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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

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