Optimum extends popular ML libraries (Transformers, Diffusers, TIMM, Sentence-Transformers) with optimization tools for efficient model deployment. It provides hardware-specific acceleration for Intel, GraphCore, and Habana processors, supports quantization techniques, ONNX export, and ONNX Runtime execution. The library aims to maximize inference and training efficiency while maintaining ease of use through a unified API.