Machine Learning Full Lecture Notes

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Lecture notes from Professor HUNG-YI LEE’s Machine Learning Lectures

ML 2022 Spring (ntu.edu.tw)

The link above provides the best ML lecture videos & labs & PPT.

I highly suggest you find complete resources from 2021 ~ 2023 subpages.

Year 2022 provides videos with English subtitles.

The links below helps organize a broad sense of concepts.

Lecture Notes

PyTorch

Deep learning

Convolution Neural Network

Self-attention

Generative Adversarial Network

Self-supervised learning

Auto-encoder

Adversarial attack

Domain Adaption

Reinforcement learning

Network compression

Life long learning

Meta learning