virginiakm1988/ML2022-Spring

機器學習 Machine Learning 2022 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). All the information about this course can be found on the course website.

15 Homeworks

• HW1 : Regression [Video] [Code] [Slide]
• HW2 : Classification [Video] [Code] [Slide]
• HW3 : CNN [Video] [Code] [Slide]
• HW4 : Self-Attention [Video] [Code] [Slide]
• HW5 : Transformer [Code] [Slide]
• HW6 : GAN [Code] [Slide]
• HW7 : BERT [Code] [Slide]
• HW8 : Autoencoder [Code] [Slide]
• HW9 : Explainable AI [Code] [Slide]
• HW10 : Adversarial Attack [Code] [Slide]
• HW11 : Adaptation [Code] [Slide]
• HW12 : Reinforcement Learning [Code] [Slide]
• HW13 : Network Compression [Code] [Slide]
• HW14 : Life-Long Learning [Code] [Slide]
• HW15 : Meta Learning [Code] [Slide]

Lecture Videos

The lecture videos are available on Hung-Yi Lee's youtube channel.