ENS

Gradient descent lab: https://www.dropbox.com/s/s7rbshwmmrefqjg/TD_1.ipynb?dl=0

SGD lab: https://www.dropbox.com/s/1qbgtm56hua2oar/Stochastic%20gradient%20descent.ipynb?dl=0

SGD slides: https://www.dropbox.com/s/zq1cyt91belqpr8/stoch_gradient_descent.pdf?dl=0

Exercices, previous exams with solution for Ex.2: https://www.dropbox.com/s/vos81mjzb467c8c/exercices_1.pdf?dl=0

TD about pytorch / deep learning: td 1: https://www.dropbox.com/s/11kbdijpgs6sww7/01_introduction_to_pytorch.ipynb?dl=0

td 2: https://www.dropbox.com/s/5qu708nyiuvv4c6/02_simple_neural_network.ipynb?dl=0

td 3: https://www.dropbox.com/s/34fty8edgwgaes3/03_convolutional_neural_network_mnist.ipynb?dl=0

Coordinate descent lab : https://www.dropbox.com/s/gmdbzstxqv1zio6/Lab_cd.ipynb?dl=0

Proximal gradient descent lab: https://www.dropbox.com/s/8smtrliuwkxrdb5/proximal_gradient_descent.ipynb?dl=0