Machine Learning

• Week 01

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  Syllabus Introduction Regression W1-video(最後 25 分鐘沒聲音) Regression-video(2022)

• Week 02

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  Bias and Variance Classification - Probability Generative Model Logistic Regression W2-video

• Week 03

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  Deep Learning Gradient Descent Backpropagation Tips for DL Keras W3-video

• Week 04(Mid-Autumn Fest.)

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• Week 05

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  CNN PCA PCA and SVD W5-video CNN video

• Week 06

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  Auto Encoder W6-video

• Week 07

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  Neighbor Embedding RNN - 1 RNN - 2 W7-video

• Week 08

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  RNN Ensemble AdaBoost W8-video

• Week 09

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  GMM and EM W9-video

• Week 10

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  Semi-Supervised Learning meeting link Semi-supervised Learning video(2022)

• Week 11

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  VAE W11-video

• Week 12

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  SVM intro SVM Optimization

• Week 13

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  SVM Kernel Method Lagrange Duality Duality of SVM W13-video

• Week 14

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  W14-video

• Week 15

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  PAC W15-video

• Week 16 (Final)

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其他連結 other links

• 2023 spring 機器學習網站 - 李宏毅

• 2022 fall 機器學習網站 - 吳沛遠

• 李宏毅教授 Youtube