This repository hosts a collection of visual assets depicting neural network architectures and deep learning components such as attention mechanisms, convolutions, normalization layers, optimizers, and transformer variants like BERT. All 215 images are freely available under CC-BY license for use in blog posts, presentations, papers, and educational materials. The visuals were originally created for a PyTorch beginner’s guide book.