Introduction to High-Performance Machine Learning @SURFsara

from Tuesday, 11 June 2019 (09:00) to Wednesday, 12 June 2019 (17:00)
SURFsara (VK1/VK2)

        : Sessions
    /     : Talks
        : Breaks
11 Jun 2019
12 Jun 2019
AM
09:00
Welcome & Introduction - Zheng Meyer-Zhao (SURFsara) (until 09:15) (VK1/VK2)
09:15
Introduction to Neural Networks (until 09:45) (VK1/VK2)
09:45 Hands-on: Neural Networks   (VK1/VK2)
10:30 --- Coffee break ---
10:45
Neural Networks - knobs and dials (until 11:15) (VK1/VK2)
11:15
Hands-on: Neural Networks - parameter tuning (until 12:00) (VK1/VK2)
09:00
Parallel computing for Deep Learning (until 09:45) (VK1/VK2)
09:45
Hardware bottlenecks (and how to overcome them) (until 10:30) (VK1/VK2)
10:30 --- Coffee break ---
10:45
Hands-on: Profiling: creation and interpretation (until 11:30) (VK1/VK2)
11:30 Frameworks   (VK1/VK2)
PM
12:00 --- Lunch break ---
13:00
Convolutional Neural Networks (until 13:30) (VK1/VK2)
13:30
Hands-on: Convolutional Neural Networks (until 14:30) (VK1/VK2)
14:30 --- Coffee break ---
14:45 Interpreting deep learning models and results   (VK1/VK2)
15:15 Inspecting a Convolutional Neural Network   (VK1/VK2)
16:15
Open discussion (until 17:00) (VK1/VK2)
12:00 --- Lunch break ---
13:00
Hands-on: Hovorod (until 13:30) (VK1/VK2)
13:30
Hands-on: CNN data distributed with Cifar 10 (until 14:30) (VK1/VK2)
14:30 --- Coffee break ---
14:45
Hands-on: CNN data distributed with Cifar 10 (until 15:15) (VK1/VK2)
15:15
Hybrid parallelism & Mesh tensorflow (until 15:30) (VK1/VK2)
15:30
Hands-on: Hybrid parallelism (until 16:15) (VK1/VK2)
16:15
Open discussion (until 17:00) (VK1/VK2)