2021 Spring DHC5035 Deep Learning in Medicine

 

Course Description

    • This class will introduce the recent achievements of machine learning (deep learning).

    • As a consecutive class of “DHC5035 Machine Learning in Medicine“, this class will cover the remaining parts of ”Dive into Deep Learning (Freely available on https://d2l.ai/)
      • From Chapter 8 RNN to Chapter 17 GAN.
      • DHC5036 Machine Learning in Medicine (2020 Fall semester) covered Chapter 1 to Chapter 7.
    • This class will not cover the medical applications but focus on the theory of machine learning.

    • Programming practice included
    • Bring your own laptop for programming practice
    • On/Off hybrid class

Instructor

    • Prof. Soo-Yong Shin (sy.shin (at) skku.edu)

TAs

    • Yoonho Choi (jockerd1 (at) gmail.com)
    • Hyunwoo Choo (jh.choo (at) skku.edu)
    • GeunHyeong Lee (nanara1119 (at) g.skku.edu)
    • Geonhee Lee  (lgh1261 (at) g.skku.edu)

Date & Room

Textbook

    • PyTorch
    • Python, Numpy and other necessary libraries for deep learning
    • Kaggle Notebook (based on Jupyter notebook)

Evaluation

    • Attendance: P/F
    • Assignment: 65%
    • Final exam: 35%
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Assignments

Final Term

Course Schedule

(Course schedule can be changed.)

All on-line streaming will be recorded and uploaded in iCampus.

    1. 2/26: Course Introduction 
    2. 3/5: Recurrent Neural Network (RNN) & Practice (TA: Yoonho Choi)
    3. 3/12: Modern RNN & Practice (TA: GeunHyeong Lee)
    4. 3/19: Attention Mechanism
    5. 3/26: Practice: Attention Mechanism (TA: Yoonho Choi)
    6. 4/2: Optimization Algorithm
    7. 4/9: Practice: Optimization (TA: GeunHyeong Lee)
    8. 4/16: Computer Vision (Pre-recorded lecture. See the lecture video at iCampus)
    9. 4/23: Practice: Computer Vision (TA: Yoonho Choi)
    10. 4/30: National Language Processing (NLP): Pretraining & Application
    11. 5/7: Practice: NLP (TA: Geonhee Lee)
    12. 5/14: Recommender Systems
    13. 5/21: Generative Adversarial Networks
    14. 5/28: Practice: GAN (TA: GeunHyeong Lee)
    15. 6/4: Final Exam
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