AI & Deep Learning Course

Institut d’Optique Graduate School

Slides

• Deconstructing AI
• Python for Data Science
• Machine Learning Fundamentals
• Linear Regression
• Logistic Regression
• Neural Networks
• Keras
• Convolutional Neural Networks
• Generative Deep Learning

Demos

• Tensor Management with NumPy
• Data Preprocessing with scikit-learn
• Linear Regression
• Logistic Regression
• Neural Networks
• Neural Networks Tuning

Practicals

• Tensor Management
• Linear Regression - Housing Prices
• Logistic Regression - Flower Classification
• Neural Networks - Fashion Items Classification
• Neural Networks - News Classification
• CNN: Classify Common Images
• CNN: Distinguish Dogs vs. Cats
• Neural Style Transfer