The repository "VortexNet" by samim23 presents toy implementations of the concepts from the research paper on neural computing through fluid dynamics. It includes scripts for training VortexNet Autoencoders on the MNIST dataset and custom images, emphasizing educational purposes rather than optimized fluid simulations. Users can easily set up the project by cloning the repository and installing necessary dependencies.