Products Solutions Industries For You SHOP DRIVERS SUPPORT AI AND DATA SCIENCE INDUSTRIES SOLUTIONS SOFTWARE PRODUCTS Data Analytics TRANSFORMATIVE TECHNOLOGY PERFORMANCE ON BIG DATA BENEFITS END-TO-END SOLUTIONS HIGH-PERFORMANCE DATA ANALYTICS Iterate on large datasets, deploy models more frequently, and lower total cost of ownership. Data analytics workflows have traditionally been slow and cumbersome, relying on CPU compute for data preparation, training, and deployment. Accelerated data science can dramatically boost the performance of end-to-end analytics workflows, speeding up value generation while reducing cost. TRANSFORMATIVE TECHNOLOGY FOR IMMEDIATE RESULTS Industry Challenges Data preparation is a complex, time-consuming process that consumes a majority of a data scientist's time. Iteration takes substantial time leading to less robust analyses. Downsampling datasets leads to suboptimal results. Businesses utilize analytics to understand their data and drive business decisions. While data analytics has unlocked vast potential, traditional CPU-based data processing and analysis have increased overhead and added complexity to business operations, decreasing the return on investment. Accelerated data science ushers in a new era of data analytics, allowing for organizations and practitioners to get the most out of their data and their infrastructure. Accelerated data science delivers improvements across the end-to-end data analytics workflow, whether you’re transforming data for enterprise consumption or visualizing terabyte-scale data to understand a particular problem domain. Data practitioners can leverage NVIDIA GPUs with ease using their preferred toolset, bringing the power of high-performance computing to your organization with a minimal learning curve. By harnessing the power of high-performance data analytics, businesses can better serve their customers, develop products faster, and enable innovations across their enterprise. Lightning-Fast Performance on Big Data Results show that GPUs provide dramatic cost and time-savings for small and large-scale Big Data analytics problems. Using familiar APIs like Pandas and Dask, at 10 terabyte scale, RAPIDS performs at up to 20x faster on GPUs than the top CPU baseline. Using just 16 NVIDIA DGX A100s to achieve the performance of 350 CPU-based servers, NVIDIA’s solution is 7x more cost effective while delivering HPC-level performance. READ POST THE BENEFITS OF ACCELERATED ANALYTICS DATA SCIENTISTS DATA ENGINEERS IT AND DEVOPS PROFESSIONALS Less Wait Spend less time waiting for processes to finish, and more time iterating and testing solutions to answer business problems at hand. Better Results Analyze multi-terabyte datasets with high performance processing to drive higher accuracy results and quicker reporting. No Refactoring Accelerate and scale your existing data science toolchain with no need to learn new tools and minimal code changes. END-TO-END ACCELERATED ANALYTICS WITH NVIDIA NVIDIA offers solutions to accelerate the entirety of the end-to-end analytics workflow, whether your organization needs to reduce processing time of your ETL pipelines or accelerate to a large-scale machine learning workflow. NVIDIA and its partners provide solutions to run data science workflows from your laptop, to the cloud, as well as no-premises with NVIDIA-Certified Systems. These solutions combine hardware and software optimized for high-performance data analytics to make it easy for businesses to get the most out of their data. With the RAPIDS open-source software suites and NVIDIA CUDA, data practitioners can accelerate analytics pipelines on NVIDIA GPUs, reducing data analytics operations like data loading, processing and training from days t minutes. CUDA' s power can be harnessed through familiar Python of Java-based languages, making it simple to get started with accelerated analytics. Machine Learning to Deep Learning, All on GPU Data Prep + ETL Churn through terabyte scale ETL pipelines on NVIDIA GPUs using RAPIDS + Spark 3.0 or Dask to arm your practitioners with high-quality datasets. LEARN MORE Training Develop, iterate, and refine business-enabling models to support your operations with RAPIDS cuML and Dask. LEARN MORE Visualize Gain a deeper understanding of your data through massive-scale visualizations with RAPIDS + Plotly Dash. LEARN MORE Inference Generate business insights fast to bolster operations and decision making with RAPIDS FIL. LEARN MORE ACCELERATED ANALYTICS SOLUTIONS FROM DESKTOP TO DATA CENTER PC Get started in machine learning. LEARN MORE Workstations A new breed of workstations for data science. LEARN MORE Data Center AI systems for enterprise production. LEARN MORE Cloud Versatile, accelerated machine learning. LEARN MORE Unlock the Value of Big Data with the Power of AI Download our new e-book, Accelerating Apache Spark 3.x—Leveraging NVIDIA GPUs to Power the Next Era of Analytics and AI, to learn more about the next evolution of Apache Spark. 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