Fast.ai is an artificial intelligence tool designed to simplify the process of training and implementing machine learning models. It provides a high-level framework built on top of PyTorch, allowing users to quickly develop and train complex models with minimal code. Key features include a simplified API, automatic hyperparameter tuning, and support for a wide variety of model architectures and data types.