IOGS: Shape recognition

Graduate course, Institut d'Optique Graduate School, 3A, 2017

3rd year machine learning course.

Neural Networks

This is an introduction to neural networks.

Get the slides

Practical session

Download the practical session notebook here.

For an import in Colab:

  • download the notebook
  • import it in Colab

Correction here

URL:

https://aboulch.github.io/files/teaching_iogs_3a_rdf/iogs_neural_networks.ipynb
https://aboulch.github.io/files/teaching_iogs_3a_rdf/iogs_neural_networks-full.ipynb

Deep Learning

Introduction to deep learning

Get the slides

Practical session

Download the practical session notebook here.

Correction here

HTML version here

For an import in Colab:

  • download the notebook
  • import it in Colab

URL:

https://aboulch.github.io/files/teaching_iogs_3a_rdf/iogs_deep.ipynb
https://aboulch.github.io/files/teaching_iogs_3a_rdf/iogs_deep-full.ipynb

Projects

Dehazing

Notebook with dataloader: ipynb html

Chaos segmentation

Notebook with dataloader: ipynb html