Machine Learning 2021 Spring

News

16

Apr

HW6 Released!

HW6 has been released. The JudgeBoi deadline of HW6 is 05/14 23:59 (UTC+8). You also need to submit your codes to NTU COOL before 05/16 23:59 (UTC+8). We do not take late submissions.

09

Apr

HW5 Released!

HW5 has been released. The JudgeBoi deadline of HW5 is 04/30 23:59 (UTC+8). You also need to submit your codes to NTU COOL before 05/02 23:59 (UTC+8). We do not take late submissions.

26

Mar

HW3 & HW4 Released!

HW3 and HW4 have been released. The Kaggle deadlines of HW3 and HW4 are 04/16 23:59 (UTC+8). You also need to submit your codes to NTU COOL before 04/18 23:59 (UTC+8). We do not take late submissions.

26

Feb

Rules for ML2021, Spring

We have updated the rules for the of English class and Chinese class.
English: rule and video
Chinese: rule and video

Syllabus

Introduction

Deep Learning

  • Youtube:
  • Slides:
    • Guideline of ML: overfit: ppt pdf
    • Critical Point: small gradient: ppt pdf
    • Adaptive Learning Rate: optimizer: ppt pdf
    • Loss of Classification: classification: ppt pdf
  • HW2: Classification

CNN & Self-Attention

Theory of ML (Prof. Pei-Yuan Wu)

  • Slides:
    • PAC Learning: pdf

Transformer

Generative Model

Self-Supervised Learning

  • Youtube:
  • Slides:
  • HW7: BERT
  • HW8: Autoencoder

Explainable AI / Adversarial Attack

  • Youtube:
  • Slides:
  • HW9: Explainable AI
  • HW10: Adversarial Attack

Domain Adaptation/ RL

  • Youtube:
  • Slides:
  • HW11: Adaptation

Privacy v.s. ML (Prof. Pei-Yuan Wu)

  • Youtube:
  • Slides:

RL

  • Youtube:
  • Slides:
  • HW12: RL

Quantum ML (Prof. Hao-Chung Cheng)

  • Youtube:
  • Slides:

Life-Long/Compression

  • Youtube:
  • Slides:
  • HW13: Life-Long
  • HW14: Compression

Meta Learning

  • Youtube:
  • Slides:
  • HW15: Meta Learning

Homework

The information here is tentative and subject to change. Please read the requirement of each homework before deadline. There are different platforms for each homework, including Kaggle , NTU COOL , and JudgeBoi . Remember to submit to EVERY required platform.

# HW Slide Code Platforms Video(En) Video(Zh) Date TA
x Colab Tutorial N/A N/A 許湛然
x Pytorch Tutorial N/A N/A 張恆瑞、許湛然
HW1 Regression 3/05~3/26 張恆瑞、許湛然
HW2 Classification 3/12~4/02 孟妍、李威緒、陳宣叡、施貽仁
HW3 CNN 3/26~4/16 曾韋誠、黃健祐
HW4 Self-Attention 3/26~4/16 黃子賢、林政豪
HW5 Transformer 4/09~4/30 蔡翔陞、張致強、曾韋誠、陳建成
HW6 GAN 4/16~5/14 陳延昊、吳宗翰
HW7 BERT TBD TBD 4/30~5/21 李高迪、王昱凱
HW8 Autoencoder TBD TBD 4/30~5/21 謝濬丞、王昱凱
HW9 Explainable AI TBD TBD 5/07~5/28 吳兩原、李高迪
HW10 Attack TBD TBD 5/07~5/28 林毓宸、黃啟斌
HW11 Adaptation TBD TBD 5/21~6/11 Arvin Liu、陳子晴
HW12 RL TBD TBD 6/04~6/25 王式珩、許湛然、陳建成、蔡翔陞
HW13 Compression TBD TBD 6/11~7/02 Arvin Liu、田昀曜
HW14 Life-Long Learning TBD TBD 6/11~7/02 紀伯翰、蘇軒
HW15 Meta Learning TBD TBD 6/18~7/09 黃冠博、陳建成、許湛然