Course Information

   Yun-Nung (Vivian) Chen
   CSIE R103
   Monday 09:10 - 12:10

Syllabus

Date Description Course Recordings Note
2021/02/22 Course Logistics
Introduction 		1.1 1.2 1.3 HW 0 PyTorch
2021/03/01 Break
2021/03/08 Neural Network Basics
Backpropagation
2.1 2.2 2.3 2.4
2.5
2021/03/15 Word Representation
Recurrent Neural Network 		3.1
3.2 3.3 3.4 		HW 1 HW 1
2021/03/22 Word Embeddings

Gating Mechanism
Attention Mechanism 		4.1 4.2 4.3 4.4
4.5 4.6 4.7
4.8
4.9 4.10
2021/03/29 Transformer
5.1 5.2 5.3 5.4
2021/04/05 Break
2021/04/12 ELMo
BERT
6.1 6.2
6.3 		HW 2 HW 2
2021/04/19 Midterm Break
2021/04/26 More BERT
7.1 7.2 7.3 7.4
2021/05/03 Natural Language Generation
8.1 8.2 8.3 8.4
2021/05/10 Deep Reinfocement Learning
Value-Based RL 		9.1 9.2 9.3
9.4 9.5 9.6 		HW 3 HW 3
2021/05/17 Policy Gradient & Actor-Critic 10.1 10.2
2021/05/24 Beyond Supervised Learning 11.1 11.2 11.3
2021/05/31 Towards Conversational AI 12.1 12.2 12.3 12.4 12.5 Project Project
2021/06/07 E2E Conversational AI 13.1 13.2 13.3 13.4 13.5 Career Sharing
2021/06/14 Break
2021/06/21 Break
2021/06/28 Final Presentation

Homework

The assignments should be submitted via NTU COOL.
NO LATE SUBMISSION IS ALLOWED!

  • Please make sure that you have computing resources for training deep models.
  • Please make sure that your GitHub repo for homework is private.

Teaching Team

Please send your questions to adl-ta@csie.ntu.edu.tw.
Please make sure the title of your mail starts with [ADL2021].

Role Name Work Office Hour Location
TA 葉浩同 HW 0 & Project R524
TA 林彥廷 HW 1 Mon 12:00-13:30 R524
TA 林栢衛 HW 1 Thu 14:30-15:30 R524
TA 黃兆緯 HW 2 R524
TA 鄧逸軒 HW 2 R524
TA 王佑安 HW 3 R524
TA 張中誠 HW 3 R524
TA 蔡尚錡 Project R524
TA 張雅信 Project R524