Artificial intelligence training session - June 2021

Ecole Nationale Supérieure de Cognitique

Day 1

Lectures

• The Python ecosystem
• Machine Learning in action

Day 2

Lectures

• Handling data
• Assessing results
• Training models
• Decision Trees & Random Forests
• Artificial Neural Networks

Practicals

• NumPy
• Diabetes
• Fashion-MNIST

Day 3

Lectures

• Convolutional Neural Networks
• Recurrent Neural Networks
• Generative Adversarial Networks

Practicals

• CIFAR10
• Dogs vs. cats
• Jena weather

Day 5

Practicals

• Titanic
• Household consumption (TBD)