TensorFlow is an open source machine learning framework developed by Google. It operates using data flow graphs where nodes represent operations and edges represent multidimensional data arrays (tensors). TensorFlow is widely used by major companies and was created to simplify and improve upon an earlier Google system called DistBelief. It supports tasks like neural networks, machine learning concepts, and distributed computing across multiple machines.