/NCC-training-202305

Slides and other material for the May 2023 Cyprus NCC training event "Data analytics in the era of large-scale machine learning"

Primary LanguageCuda

Data analytics in the era of large-scale machine learning

Training event of EuroCC Cyprus, May 23rd & 24th, 2023

This event is part of the EuroCC2 project and the National Competence Center activities, in collaboration with the Greek National Competence Center. More details here.

Pre-requisites

For following the hands-on practicals of the "GPU CUDA Programming" session, attendees should be familiar with programming in C/C++

Requirements

All attendees will need to bring a laptop or tablet with the following:

  • A web browser
  • A PDF viewer
  • An ssh client, e.g. a terminal for Mac or Linux, or Windows with WSL or PuTTy (for the "GPU CUDA Programming" session)
  • The ability to edit text files on a remote server. E.g. via text-based Emacs or Vim, or via the VS Code Remote - SSH extension or similar (for the "GPU CUDA Programming" session)

Agenda

Day 1 (Tuesday, 23rd May 2023)

Time Subject & Speaker
09:45 - 10:00 Introduction
10:00 - 11:15 Large-scale generative models for language and vision (including LLMs): How they work – and what we still do not know about them. Constantine Dovrolis and Mihalis Nicolaou
11:15 - 11:30 Break
11:30 - 13:00 PyTorch Neural Networks: Running on CPUs and GPUs. Pantelis Georgiades
13:00 - 13:30 Lunch Break
13:30 - 14:30 Research seminar: "Tensorization and uncertainty quantification in machine learning". Yinchong Yang, Siemens AG
14:30 - 15:00 Break
15:00 - 16:30 Streamlined Data Analysis with NBML: Harnessing AI Algorithms for Predictive Modelling. Nikos Bakas

Day 2 (Wednesday, 24th May 2023)

Time Subject & Speaker
10:30 - 12:00 Efficient Data Cleaning and Pre-processing Techniques for Robust Machine Learning. Charalambos Chrysostomou
12:00 - 13:15 Lunch Break
13:15 - 14:45 GPU CUDA Programming – Session 1. Giannis Koutsou
14:45 - 15:00 Break
15:00 - 16:30 GPU CUDA Programming – Session 2. Giannis Koutsou