The document introduces TensorFlow, a machine learning library. It discusses how TensorFlow uses multi-dimensional arrays called tensors to represent data and models. An example regression problem is demonstrated where TensorFlow is used to fit a line to sample data points by iteratively updating the slope and offset values to minimize loss. The document promotes TensorFlow by noting its ability to distribute operations across processors and optimize entire graphs.