VISUM 2022

Hello and welcome to the VISUM 2022 Repository. Here the materials for the VISUM 2022 summer school will be shared throughout the week.

Lecture Notes

Basics

Basics I: Introduction to Probability and Statistics by Diogo Pernes - Slides

Basics II: Machine Learning by Jaime S. Cardoso - Slides

Basics III: Computer Vision with Deep Learning by Luís F. Teixeira - Slides

Basics IV: Python and Scikit-Learn by Isabel Rio-Torto and Leonardo Capozzi - Notebook

Basics V: PyTorch and Tensorflow by Eduardo Meca Castro and Pedro Neto - Notebook

AI Design Thinking

Workshop Materials by Kelwin Fernandes (NILG.AI) - Slides | Canvas

Explainable AI

Lecture by Henning Müller - Slides

Hands-On by Mara Graziani - GitHub | Notebook 1 | Notebook 2

Self-Supervised Learning

Lecture by Yuki Asano - Slides

Hands-On by Tengda Han - Notebook

Deep Generative Models

Lecture by Michal Rosen-Zvi - Slides

Hands-On by Helena Montenegro, Eduardo Castro, Matteo Manica and Michal Rosen-Zvi - Notebook | GitHub

Privacy-Preserving ML

Lecture by Jonathan Passerat-Palmbach - Slides

Hands-On by Anna Beer - Notebook | GitHub

Industry Fair

Documents

Protocol Labs Research by Sílvia Bessa - Slides

Project

Documents

Project Launch by Project Committee - Slides

Project FAQs by Project Committee - FAQs

Repository

The official GitHub repository of the VISUM 2022 Project is available at: https://github.com/visum-summerschool/visum-competition2022