IoP Machine Learning workshop

Asia/Taipei
Auditorium room 1F (Institute of Physics, Academia Sinica)

Auditorium room 1F

Institute of Physics, Academia Sinica

    • 9:00 AM 9:20 AM
      Registration 20m
    • 9:20 AM 9:30 AM
      Welcome 10m
      Speaker: IoP Director
    • 9:30 AM 10:30 AM
      Lecture I: Introduction of Deep Learning 1h
      Speaker: Prof. Hung-yi Lee, 李宏毅 (Department of Electrical Engineering, NTU)
    • 10:30 AM 11:00 AM
      Coffee break 30m
    • 11:00 AM 12:00 PM
      Lecture II: Key Technologies in Deep Learning - Self-supervised Learning 1h
      Speaker: Prof. Hung-yi Lee, 李宏毅 (Department of Electrical Engineering, NTU)
    • 12:00 PM 1:00 PM
      Lunch 1h
    • 1:00 PM 1:30 PM
      ML/AI Application Support of ASGC 30m
      Speaker: Prof. Eric Yen, 嚴漢偉 (Institute of Physics, AS)
    • 1:30 PM 2:00 PM
      Our learning experience on Deep Learning in learning the 3D protein structures from cryo-EM images 30m
      Speaker: Prof. I-Ping Tu, 杜憶萍 (Institute of Statistics, AS)
    • 2:00 PM 2:30 PM
      Speech Enhancement and Voice Conversion 30m
      Speaker: Prof. Yu Tsao, 曹昱 (Research Center for Information Technology, AS)
    • 2:30 PM 3:00 PM
      Coffee break 30m
    • 3:00 PM 3:30 PM
      How deep learning helps in the electron identification with AMS-02 electromagnetic calorimeter 30m
      Speaker: Dr Hsin-Yi Chou, 周欣毅 (IoP)
    • 3:30 PM 4:00 PM
      Normalizing flows - An overview and its revolutionary potential for high-energy physics when combined with deep learning 30m

      https://arxiv.org/pdf/2008.05825.pdf

      Speaker: Dr Thorsten Gluesenkamp (Friedrich-Alexander Universität Erlangen-Nürnberg)
    • 4:00 PM 4:30 PM
      Discussion and Adjourn 30m