posts

Discord bot

This post presents my first Discord bot designed to remind users of upcoming events throughout the week while automatically updating the weekly message.

Origins of unfolded networks and theory: Learning Iterative Soft Thresholding Algorithm (LISTA)

This project aims to implement the first unfolded neural network described in "Learning fast approximations of sparse coding" and 3 variants of it introduced in the article "Theoretical Linear Convergence of Unfolded ISTA and its Practical Weights and Thresholds" which gives theoritical guarantees of convergence.

Colour transfert with optimal transport method

This project aims to match the color palette of an original image with that of a target image. It was developed as part of a practical assignment in an optimal transport class.

Unfolded neural network for deblur and denoise

This project aims to deblur and denoise images, with a focus on the MNIST dataset. The methodology is based on the "Unfolded Forward Backward" approach, developed as part of my master's thesis project at ENS Lyon.