DeepSparse is an open-source project that leverages sparsity techniques to accelerate neural network inference and enhance performance. It supports LLM inference, model optimization, and various computer vision and natural language processing models. The DeepSparse codebase can be accessed on GitHub and is integrated with TensorFlow. This technology holds the potential to reduce the training and operational costs of large models. DeepSparse brings significant performance improvements and efficiency to the AI field.