DIGITS provides a graphical interface for training deep neural networks, supporting frameworks like Caffe, TensorFlow, and Torch. It handles dataset creation, model configuration, training visualization, and result evaluation. The project has been deprecated in favor of NVIDIA TAO but remains representative of GPU-accelerated ML training infrastructure.