UZH ML Workshop

Session

Hands-on tutorial

17 Nov 2020, 09:00

online (UZH, Zurich)

27. hls4ml tutorial: 
Ultra low-latency deep neural network inference on FPGAs

Thea Aarrestad (CERN)

17/11/2020, 09:00

Please register at the separate page for this tutorial:

https://indico.cern.ch/e/hls4mlatUZH

With edge computing, real-time inference of deep neural networks (DNNs) on custom hardware has become increasingly relevant. Smartphone companies are incorporating Artificial Intelligence (AI) chips in their design for on-device inference to improve user experience and tighten data security, and...

29. A Machine Learning journey from customer reviews to business insights

Dr Federica Lionetto

17/11/2020, 14:00

Please, visit (and apply for!) the separate page for this tutorial: https://indico.cern.ch/event/974224/

Customer reviews are a powerful source of information that can help product and service providers to better understand customers’ satisfaction and quickly react to match customers’ needs. However, as the amount of information available through customer reviews rapidly increases over...

28. GANs Tutorial

Davide Lancierini (Universitaet Zuerich (CH))

17/11/2020, 16:30

Please, visit (and apply for!) the separate page for this tutorial: https://indico.cern.ch/event/973553/

Generative Adversarial Networks (GANs) play a key role in the development of fast simulation methods in High Energy Physics. In this workshop we will explore the applications of Conditional GANs and pix2pix GANs to a toy dataset. In particular we will implement common methods to avoid...