臺灣大學李宏毅教授「機器學習 2021 Spring」課程筆記
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課程影片(YouTube)
01
機器學習基本概念簡介
02.1
DeepLearning
General Guidance
02.2
DeepLearning
類神經網路優化技巧
02.3
DeepLearning
Loss of Classification
03
CNN
(卷積神經網路)
04
Self-attention
05
Transformer
06
Generative Adversarial Network
(GAN)
07
Self-Supervised Learning
(BERT)
08
Auto-encoder
09
Adversarial Attack
10
Explainable ML
11
Domain Adaptation
12
Reinforcement Learning
(強化學習)
13
Life Long Learning
(終身學習)
14
Network Compression
15
Meta Learning
(元學習)