https://github.com/ga642381/ML2021-Spring

**Official** 李宏毅 (Hung-yi Lee) 機器學習 Machine Learning 2021 Spring
https://github.com/ga642381/ML2021-Spring

deep-learning machine-learning

Last synced: 9 days ago
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**Official** 李宏毅 (Hung-yi Lee) 機器學習 Machine Learning 2021 Spring

• Host: GitHub
• URL: https://github.com/ga642381/ML2021-Spring
• Owner: ga642381
• Created: 2021-03-01T14:25:13.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2023-11-09T09:39:15.000Z (about 1 year ago)
• Last Synced: 2024-08-02T14:07:55.911Z (3 months ago)
• Topics: deep-learning, machine-learning
• Language: Jupyter Notebook
• Homepage: https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html
• Size: 21.9 MB
• Stars: 797
• Watchers: 23
• Forks: 310
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
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  機器學習 Machine Learning 2021 Spring by National Taiwan University


  




  



This repository contains code and slides of 15 homeworks for Machine Learning instructed by [李宏毅(Hung-Yi Lee)](https://speech.ee.ntu.edu.tw/~hylee/index.php). All the information about this course can be found on the [course website](https://speech.ee.ntu.edu.tw/~hylee/ml/2021-spring.html). 

## Lecture Videos

The lecture videos are available on Hung-Yi Lee's [youtube channel](https://www.youtube.com/channel/UC2ggjtuuWvxrHHHiaDH1dlQ).

[](https://www.youtube.com/watch?v=Ye018rCVvOo&ab_channel=Hung-yiLee)

## 15 Homeworks

* HW1 : Regression

* HW2 : Classification

* HW3 : CNN

* HW4 : Self-Attention

* HW5 : Transformer

* HW6 : GAN

* HW7 : BERT

* HW8 : Autoencoder

* HW9 : Explainable AI

* HW10 : Adversarial Attack

* HW11 : Adaptation

* HW12 : Reinforcement Learning

* HW13 : Network Compression

* HW14 : Life-Long Learning

* HW15 : Meta Learning