(MO434/MC934)

Instructions to install python environment and packages for this course.

Overview of the course

Fundamentals of (Deep) Neural Networks (Part I) (Notebooks)

Fundamentals of (Deep) Neural Networks (Part II) (Notebooks)

Art of training deep neural networks (Keras notebooks)

Fundamentals for image analysis by deep learning

Convolutional Neural Networks (CNNs) (Keras notebooks)

CNNs with Pytorch (Pytorch notebooks)

Applications in Image Analysis (Part I) (Pytorch notebooks)

Applications in Image Analysis (Part II) (Pytorch notebook)

Introduction to Text Analysis (Notebook)

Text Representation (Notebooks)

RecurrentNeuralNetworks (Notebooks)

Transformers (Notebooks)