Online material for AI course - Saft

Ecole Nationale Supérieure de Cognitique

Lectures/Demos

• Machine Learning in action
• Machine Learning foundations
• Decision Trees And Random Forests
• Artificial Neural Networks
• Convolutional Neural Networks
• Recurrent Neural Networks
• Generative Deep Learning

Practicals

• Predict Heart Disease
• Classify Planar Data
• Predict Diabetes Evolution
• Classify Fashion Items
• Classify Common Images
• Distinguish Dogs vs. Cats
• Forecast The Weather

Use Case: Battery Prognosis

• Li-ion battery prognosis using Machine Learning