PyTorch is a Python library for building machine learning models using tensors (multi-dimensional arrays) and dynamic neural networks, with optimized support for GPU computation. Developers use it to train and deploy deep learning models efficiently, taking advantage of automatic differentiation and CUDA acceleration for faster computation on compatible hardware.