PRACE Winter School 2019 - Introduction to Machine Learning for scientists

from Monday, 4 March 2019 (13:00) to Friday, 8 March 2019 (13:00)
University of Leuven - ICTS (Opleidingcentrum C)

        : Sessions
    /     : Talks
        : Breaks
4 Mar 2019
5 Mar 2019
6 Mar 2019
7 Mar 2019
8 Mar 2019
AM
09:00
Supervised learning: classification (until 10:00) (Opleidingcentrum C)
10:00
Supervised learning: classification (until 10:30) (Opleidingcentrum C)
10:30 --- Coffe break ---
10:50
Supervised learning: classification (until 11:20) (Opleidingcentrum C)
11:20
Supervised learning: classification: Frameworks and Software ecosystem (until 12:00) (Opleidingcentrum C)
09:00
From Training to inference. The life of a model (until 09:45) (Opleidingcentrum C)
09:45
From Training to inference. The life of a model (until 10:30) (Opleidingcentrum C)
10:30 --- Coffe break ---
10:50
Unsupervised learning: clustering (until 12:00) (Opleidingcentrum C)
09:00
Reinforcement learning (until 10:30) (Opleidingcentrum C)
10:30 --- Coffe break ---
10:50
Reinforcement learning (until 12:00) (Opleidingcentrum C)
09:00
Deep learning using multiple nodes with GPUs (until 10:00) (Opleidingcentrum C)
10:00
Deep learning using multiple nodes with GPUs (until 10:30) (Opleidingcentrum C)
10:30 --- Coffe break ---
10:50
Deep learning diagnostics/debugging (until 11:30) (Opleidingcentrum C)
11:30
Wrap up (until 12:00) (Opleidingcentrum C)
PM
13:00
Introduction to AI and applicability (until 14:00) (Opleidingcentrum C)
14:00
How does deep learning work: From linear regression to neural networks (until 15:00) (Opleidingcentrum C)
15:00 --- Coffe break ---
15:20
Hands-on: Linear regression and fully connected NN (until 17:30) (Opleidingcentrum C)
12:00 --- Lunch ---
13:00
Supervised learning: classification: Frameworks and Software ecosystem (until 14:00) (Opleidingcentrum C)
14:00
Supervised learning: classification. Recurrent Neural Networks (until 15:00) (Opleidingcentrum C)
15:00 --- Coffe break ---
15:20
Supervised learning: classification. Recurrent Neural Networks (until 17:00) (Opleidingcentrum C)
17:00
Supervised learning: classification. Alternative NNs (until 17:30) (Opleidingcentrum C)
18:30
Social event (until 20:30) ()
12:00 --- Lunch ---
13:00
Unsupervised learning: clustering (until 14:00) (Opleidingcentrum C)
14:00
Unsupervised learning: dimensionality reduction (until 15:00) (Opleidingcentrum C)
15:00 --- Coffe break ---
15:20
Unsupervised learning: dimensionality reduction (until 17:30) (Opleidingcentrum C)
12:00 --- Lunch ---
13:00
Distributed training (until 14:00) (Opleidingcentrum C)
14:00
Distributed training (until 15:00) (Opleidingcentrum C)
15:00 --- Coffe break ---
15:20
AI Ethics and possible future scenarios (until 17:30) (Opleidingcentrum C)