Project completed as part of the Deep Learning course at IMT Atlantique. This project focuses on the Flow Matching method (https://arxiv.org/abs/2210.02747) for image generation. It is applied to various simple datasets (MNIST, Fashion-MNIST) while testing different neural network architectures.