visum-2021

Hello and welcome to the VISUM 2021 Repository. Here the materials for the VISUM 2021 summer school will be shared throughout the week.

Notes:

Basics

Computer Vision with Deep Learning by Luís Teixeira - Slides

Machine Learning with Python and Sklearn by Wilson Silva and Tiago Gonçalves - Slides, Google Colaboratory Notebook

PyTorch and Tensorflow by Tiago Gonçalves - Google Colaboratory Notebook

Introduction to Bayesian Networks by Diogo Pernes - Slides

AI-Shots

The Learning Spectrum by Kelwin Fernandes - Slides

Embedding Domain Knowledge in DNN by Kelwin Fernandes - Slides

Diving into an AI use case by Kelwin Fernandes, Ricardo Sousa, Pedro Ferreira, Carolina Afonso and Henning Müller - Slides

Self-Supervised Learning by Kelwin Fernandes - Slides

Image Retrieval by Henning Müller

(Medical) Image Retrieval by Henning Müller - Slides

Hands-on Session by João R. Pinto, Leonardo Capozzi and Bruno Veloso - Google Colaboratory Notebook

Image Understanding by Hugo Proença

• The dataset can be found here.

Graph Neural Networks by Michael Bronstein

Hands-on Session by Ana Rebelo, Eduardo Castro, and Diogo Pernes - Jupyter Notebook

Causality for Machine Learning by Jonas Peters

Causality for Machine Learning by Jonas Peters - Slides

Hands-on Session by Sorawit Saengkyongam - GitHub Repository

Deploying Machine Learning Models by Dattaraj Rao

Deploying Machine Learning Models by Dattaraj Rao - GitHub Repository

For Project Related please go to:

https://github.com/visum-summerschool/visum-competition2021