PyTorch Frame is a modular deep learning extension for PyTorch specialized in processing heterogeneous tabular data. It provides neural network implementations for tabular learning, supporting numerical, categorical, time, text, and image columns. The library includes benchmark datasets, mini-batch loaders, and interfaces for integrating custom data and model architectures including Large Language Models.