By the end of the training the participants will be able to understand the basic concepts of Machine Learning and its application to the Manufacturing and Industry context. The training is interactive with application of real case examples across all days.

Program:

Block 1:
09 September 2022

Theory, basic ideas of Machine Learning (ML) & ML landscape
Support Vector Machines, Decision Trees
Random Forests and Ensemble Learning

Block 2:
12 September 2022

Theory and basic ideas of Neural Networks (NN) & Deep Learning (DL)
Quick tour of TensorFlow and Keras
Solving a regression problem
MNIST dataset: The Hello World of DL

19 September 2022

Convolutional Neural Networks (CNNs)
Manufacturing/industry-related examples
Transfer learning on CNNs
Manufacturing/industry-related example

21 September 2022

Convolutional Neural Networks (CNNs)
Manufacturing/industry-related examples
Transfer learning on CNNs
Manufacturing/industry-related example

Block 3:
23 September 2022

Wrap up, repetition & outlook
High-Performance Computing (HPC)
Training a NN on an HPC cluster
Means and methods of improving performance

Prerequisites:

The participants are expected to have at least basic programming skills in Python.

Hands-on Labs:

Participants will use their own laptop or workstation to do the hands-on exercises. We will use Anaconda (https://www.anaconda.com) and more detailed instructions how to download the software and setup the environment will be provided to the participants before the course starts. In addition, all participants will get a temporary training user on the VSC for the last course day, any up-to-date browser will be enough to connect to the VSC Jupyterhub and train a neural network on the HPC facilities of the Vienna Scientific Cluster.

Course Material:

The course material will be available for registered attendees at course start.

Lecturers:

Simeon Harrison and Claudia Blaas-Schenner (EuroCC Austria and VSC Research Center, TU Wien), Philipp Danninger (EuroCC Austria and Know-Center).

Language: English

Date, Time, and Location:

09.+12.+19.+21.+23. 09. 2022, 09:00 - 16:00 CEST, LIVE ONLINE COURSE (using Zoom)

Prices and Eligibility:

Price for the full course with certificate of attendance:
360 EUR/person (including VAT)

FREE info webinar before the start of the course:

30 August 2022, 16:00 - 17:00. Register here: www.eventbrite.com/e/machine-learning-in-industry-40-online-training-info-webinar-tickets-403405315157