TensorFlow is a tool for machine learning that allows developers to build deep neural networks using Python code. It provides APIs that help software engineers train, analyze, and deploy machine learning models. TensorFlow was created by Google and is compatible with multiple programming languages. It represents data and computations using tensors, which are multi-dimensional data arrays.