Hugging Face Accelerate is a lightweight library designed to simplify distributed training and model inference across multiple devices (CPUs, GPUs, TPUs) with minimal code changes. It abstracts away the complexities of handling multi-GPU setups, mixed precision, and parallel computing, making it easier to scale machine learning workflows.