2021 NCTS Machine Learning Summer School
July 16-18, 2021
Program
7/16/2021
9:40-10:00: Opening
10:00-12:30: Machine learning basics I
Data preprocessing and ML flow
Linear regression
12:30-13:30: Lunch break
13:30-15:30: Machine learning basics II
Logistic regression
Support vector machine
Tree-based models
15:20-15:40: Break
15:40-17:00: Hands-on practice
17:00-17:30: Free discussion
7/17/2021
9:40-10:00: Opening
10:00-12:30: Practical deep learning
Basic structure
How to train an NN?
Hyper-parameter tuning
12:30-13:30: Lunch break
13:30-15:30: Convolutional neural networks
15:20-15:40: Break
15:40-17:00: Hands-on practice
17:00-17:30: Free discussion
7/18/2021
9:40-10:00: Opening
10:00-12:30: Unsupervised learning
Principal component analysis
Clustering
Autoencoder
12:30-13:30: Lunch break
13:30-15:30: Kaggle competition: DL for phase transitions
15:20-15:40: Break
15:40-17:00: Kaggle competition: DL for phase transitions
17:00-17:30: Closing