# ML2021-Spring

**Repository Path**: LiYa001/ML2021-Spring

## Basic Information

- **Project Name**: ML2021-Spring
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2023-11-20
- **Last Updated**: 2023-11-20

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

![banner](https://i.imgur.com/78UhAe2.png)
<p>
  <h2 align="center">
  機器學習 Machine Learning 2021 Spring by National Taiwan University<br>
  </h2>
</p>

<p align="center">
  <img src="https://i.imgur.com/UehEGrH.png" width="500">
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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).

[<img src="https://i.imgur.com/SFDpe52.jpg" width="500">](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