NVIDIA provides a suite of machine learning and analytics software libraries to accelerate end-to-end data science pipelines entirely on GPUs. This work is enabled by over 15 years of CUDA development.

Machine learning helps businesses understand their customers, build better products and services, and improve operations. With accelerated data science, businesses can iterate on and productionize solutions faster than ever before all while leveraging massive datasets to refine models to pinpoint accuracy.

Deep learning is a subset of AI and machine learning that uses multi-layered artificial neural networks to deliver state-of-the-art accuracy in tasks such as object detection, speech recognition, language translation, and others.

无论是构建新应用还是尝试加速现有应用，NVIDIA 提供的库都能让您以简单易学的方式开始使用 GPU。 您可以将 NVIDIA CUDA-X AI 库作为 CUDA 工具包和 NVIDIA RAPIDS 的一部分进行下载。

NVIDIA 提供的解决方案结合了针对高性能机器学习而优化的硬件和软件，使企业能够轻松从数据中获得启发性洞见。 借助 RAPIDS 和 NVIDIA CUDA，数据科学家可以加速在 NVIDIA GPU 上运行的机器学习流程，将数据加载、处理和训练等机器学习操作所花费的时间从几天缩短 ...

A collection of easy to use, highly optimized Deep Learning Models for Recommender Systems. Deep Learning Examples provides Data Scientist and Software Engineers with recipes to …

GPU-accelerated XGBoost brings game-changing performance to the world’s leading machine learning algorithm in both single node and distributed deployments. With significantly faster training speed over CPUs, data science teams can tackle larger data sets, iterate faster, and tune models to maximize prediction accuracy and business value.

NVIDIA developer tools work on desktop and edge environments providing unique insight into complex CPU-GPU applications for deep learning, machine learning and HPC applications.

2023年7月11日 · GPU-accelerated machine learning with cuDF and cuML can drastically speed up your data science pipelines. With faster data preprocessing using cuDF and the cuML scikit …

6 天之前 · In addition to Triton, NVIDIA offers a broad ecosystem of AI inference solutions. For developers seeking powerful, customizable tools, NVIDIA TensorRT provides a high-performance deep learning inference library with APIs that enable fine-grained optimizations.