SparseML provides APIs and recipes for compressing neural networks to reduce their size and improve inference speed with minimal accuracy loss. It offers one-line integration with existing deep learning workflows and supports model optimization for computer vision, NLP, and other deep learning tasks. The library includes pre-built sparsification recipes and tools for creating custom optimization recipes targeting various model architectures.