TensorFlow.js is an open-source library that brings machine learning to JavaScript developers. It allows running pre-built models, retraining existing models with custom data, and building new ML models directly in the browser or Node.js using flexible JavaScript APIs. Python TensorFlow models can also be converted for use in web environments.