180min crash course for an intuitive introduction of ML to chemistry students (focused only on essential concepts, avoiding any technical math barrage)
August 26, 2020. at Hokkaido Summer Institute (HSI) 2020
Contents:
0:00:00 Introduction
0:03:54 What is "machine learning"?
0:34:25 Why does it matter to chemists?
0:54:28 Let's try it in your browser (with no setup!)
1:32:11 Five things all beginners should know
2:27:42 Standard pipeline and deep learning
2:49:54 Current efforts and future directions
2:58:32 Q & A
3:04:26 PR: Hokkaido Summer Institute
Website:
https://itakigawa.github.io/hsi2020/
Course Date:
August 26, 2020. at Hokkaido Summer Institute (HSI) 2020
https://hokkaidosummerinstitute.oia.hokudai.ac.jp/
Course Detail:
G131 Advanced Computational Chemistry
https://hokkaidosummerinstitute.oia.hokudai.ac.jp/courses/CourseDetail=G131
Lecturer:
Ichigaku Takigawa (RIKEN / Hokkaido University)
https://itakigawa.github.io/
ICReDD: Institute for Chemical Reaction Design and Discovery
Hokkaido University
https://www.icredd.hokudai.ac.jp