NVIDIA DALI provides highly optimized building blocks and an execution engine for processing image, video, and audio data to accelerate deep learning applications. It offloads data preprocessing to the GPU, addressing CPU bottlenecks in training pipelines, and offers portable data processing pipelines that work with TensorFlow, PyTorch, and PaddlePaddle. Features include prefetching, parallel execution, and batch processing handled transparently.