TensorFlow is an open-source software library designed for dataflow programming and numerical computation, primarily for machine learning and deep neural networks, developed by Google Brain. It supports various tasks through its extensive functions and is compatible with multiple platforms including CPUs, GPUs, and mobile devices. Many prominent companies, such as Google and Uber, utilize TensorFlow for projects ranging from neural style transfer to text-to-speech applications.