週次

日期

課程內容

備註(當周二)

1

2025-02-20

介紹與機器學習基礎

(Introduction & Machine Learning Basics)

2

2025-02-27

深度網路

(Deep Networks )

Lab 0 Warm up

3

2025-03-06

卷積神經網路

(Convolutional Networks)

4

2025-03-13

Transformers

Lab 1 CNN

5

2025-03-20

Introduction to Reinforcement Learning

6

2025-03-27

線性因子模型與自動編碼器

(Linear Factor Models &

Autoencoders)

遞迴與循環神經網路

(Recurrent and Recursive Nets)

7

2025-04-03

(清明連假)

8

2025-04-10

Valued Based Reinforcement Learning

生成對抗網路

(Generative Adversarial Networks)

9

2025-04-17

擴散模型

(Diffusion Models)

Lab 2 Discrete control (Games, e.g., Atari)

10

2025-04-24

規範化流程

(Normalizing Flows)

Lab 3 Diffusion (+GAN)

11

2025-05-01

Policy-based Reinforcement Learning

12

2025-05-08

Offline RL

13

2025-05-15

尚在確認中

14

2025-05-22

尚在確認中

15

2025-05-29

期末考試

(Final Exam)

16

2025-06-05

尚在確認中