This library offers a collection of PyTorch extensions for fast deep learning research and Kaggle competition workflows. It includes reusable encoder-decoder architectures, computer vision modules like CoordConv and SCSE, focal and Jaccard losses, and GPU-accelerated test-time augmentation for image segmentation and classification tasks.