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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). All the information about this course can be found on the course website.

Lecture Videos

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

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