Nvidia accelerated apps catalog. May 22, 2024 · The Nvidia Accelerated Apps Catalog enables individuals and businesses to search for "a wide range of DPU and GPU accelerated apps, tools and services. Find your favorite apps below and discover how they benefit from NVIDIA GPU-acceleration. File name:- Data Center and Cloud Computing. Today, thousands of these applications are GPU-accelerated, allowing researchers to do their life’s work more efficiently. Optimal settings support added for 122 new games including: Added for 122 new games including: Abiotic Factor, Age Of Wonders 4, Alan Wake 2, Aliens: Dark Descent, Apocalypse Party, ARK: Survival Ascended, ARMORED CORE VI FIRES OF RUBICON, Ash Echoes, Assassin's Creed Mirage, Atlas Fallen, Atomic Heart, Avatar May 22, 2024 · The Nvidia Accelerated Applications Catalog enables individuals and businesses to search for "a wide array of DPU—and GPU-accelerated applications, tools, and services. What’s new in GeForce Experience 3. With Reflex, DLSS, and hardware-accelerated ray tracing, GeForce RTX gamers will receive the definitive experience in THE FINALS. Transform any enterprise into an AI organization with full stack innovation across accelerated infrastructure, enterprise-grade software, and AI models. GPU Test Drive. At the heart of each incredible rig is the new GeForce RTX 4080 SUPER Founders Edition graphics card, powered by the supercharged NVIDIA Ada Lovelace architecture, and matched with top-shelf components that represent the pinnacle of cutting-edge From fluid simulations to molecular dynamics, applications help scientists, engineers, and researchers do their work across various fields. GPU-accelerated key effects for faster rendering with NVIDIA CUDA technology. As the digital universe expands, cyber threats are growing in number and sophistication. Recommended Desktop GPU : GeForce RTX 4060 or NVIDIA RTX 4000 Recommended Laptop GPU : GeForce RTX 4050 Laptop GPU or NVIDIA RTX 1000 Ada Laptop GPU Steal the show with incredible graphics and high-quality, stutter-free live streaming. com Driver Feedback Forum , where our Customer Care Application Catalog; NGC Catalog; NVIDIA NGC; 3D Workflows - Omniverse; Data Center; GPU Monitoring; NVIDIA RTX Experience; NVIDIA RTX Desktop Manager; RTX Accelerated Creative Apps; Video Conferencing; AI Workbench Feb 28, 2024 · In Apex Legends, using NVIDIA Reflex increases responsiveness by up to 37%, ensuring your shots and actions occur without virtually any delay. Browse the entire collection of NVIDIA software for enterprise, gaming, creators, and developers. Accelerated Applications Developer Tools Explore tools such as APIs, frameworks, libraries, SDKs, and engines that can help you build your own world-class software applications faster. NIM Agent Enter the password to open this PDF file: Cancel OK. Developers are able to leverage the latest Omniverse™ capabilities for training complex policies with perception enabled. Microsoft Azure and NVIDIA are empowering enterprises to achieve new levels of innovation. With NVIDIA’s full-stack accelerated computing platform combined with Microsoft’s global-scale, simplified infrastructure management, enterprises can transform their businesses. Elevate productivity with virtual GPUs and NVIDIA Virtual Applications (vApps) software for accelerated application streaming with Remote Desktop Sharing Host (RDSH) solutions, including Citrix Virtual Apps and VMware Horizon vApps. Download the platform SDK here. And with NVIDIA Reflex, system latency was reduced by up to 67%, for the most responsive gameplay possible. NVIDIA BioNeMo is a generative AI platform for chemistry and biology. Over 530 released RTX games and creative apps powered by NVIDIA Studio are supported, and each month that number grows ever higher. Explore the NVIDIA API catalog and experience the models directly from a browser or connect to NVIDIA-hosted endpoints and start POC for free. The NVIDIA Deep Learning Institute (DLI) offers hands-on training in AI, accelerated computing, and accelerated data science. Join our AI ecosystem and accelerate deployment with NVIDIA NIM, complete with community-built generative AI models and NVIDIA-optimized APIs. cuOpt helps teams solve complex routing problems with multiple constraints and delivers new capabilities such as dynamic rerouting, horizontal load-balancing, and robotic simulations, with subsecond solver response times. The NVIDIA Accelerated Compute Platform offers a complete end-to-end stack and suite of optimized products Mar 14, 2024 · Today, the free game upgrades to NVIDIA DLSS 3. Company Information Explore the latest NVIDIA breakthroughs with this invitation-only event at the Ronald Reagan Building and International Trade Center, and the JW Marriott Washington DC. GPU Apps Catalog. Explore a wide array of DPU- and GPU-accelerated applications, tools, and services built on NVIDIA platforms. Build with NVIDIA’s industry-leading hardware and software, available to eligible Connect members at special rates. Company Information The NVIDIA Broadcast App transforms your space into a home studio, upgrading webcams, microphones, and speakers into premium devices using the power of AI. Learn to build deep learning, accelerated computing, and accelerated data science applications for industries, such as healthcare, robotics, manufacturing, and more. NVIDIA Riva is a set of GPU-accelerated multilingual speech and translation Accelerated Apps; Products; available for free through NVIDIA's API catalog. GPU-ACCELERATED APPLICATIONS CONTENTS 1 Computational Finance 2 Climate, Weather and Ocean Modeling 2 Data Science & Analytics 4 Deep Learning and Machine Learning 8 Defense and Intelligence Enter the password to open this PDF file: Cancel OK. Accelerated data science can dramatically boost the performance of end-to-end analytics workflows, speeding up value generation while reducing cost. Key HPC applications are available from the NVIDIA NGC ™ catalog. All the top 15 apps were GPU accelerated. Mar 27, 2024 · NVIDIA makes it easier for developers to achieve the best performance on accelerated infrastructure and streamline the transition to production AI with NVIDIA AI Foundation models. Enter the password to open this PDF file: Cancel OK. Jan 8, 2024 · Since its launch, NVIDIA DLSS has transformed gaming and creating, enabling developers to craft more detailed and immersive games and apps that run smoothly on today’s hardware. 22 WHQL driver through GeForce Experience, the NVIDIA app beta, or from GeForce. NVIDIA GPUs substantially reduce infrastructure costs and provide superior performance for end-to-end Data Science workflows using RAPIDS. In a recent update, Layers of Fear introduced support for NVIDIA Reflex, reducing system latency by up to 56%. GPU-ACCELERATED APPLICATIONS. If you are a gamer who prioritizes day of launch support for the latest games, patches, and DLCs, choose Game Ready Drivers. NVIDIA’s industry-leading GPUs, paired with our exclusive driver technology, keep your creative apps updated to deliver levels of creative performance that are nothing short of inspiring. NVIDIA vGPU software includes tools to help you proactively manage and monitor your virtualized environment, and provide continuous uptime with support for live migration of GPU-accelerated VMs. The NVIDIA NGC ™ catalog is a hub for GPU-optimized containers, AI pre-trained models, SDKs, and Helm charts, built to simplify and accelerate development-to-deployment workflows—empowering enterprises to deliver amazing products and Accelerated computing has revolutionized a broad range of industries with over five hundred applications optimized for GPUs to help you accelerate your work. NVIDIA and the NVIDIA Partner Network (NPN)—including leading global systems integrators, service delivery partners, and solution providers—are ready to help you build custom models for your enterprise applications. In the last year, we’ve added more than 100 applications to our NVIDIA GPU Applications Catalog. With NVIDIA AI Enterprise, businesses can access an end-to-end, cloud-native suite of AI and data analytics software that’s optimized, certified, and supported by NVIDIA to run on VMware vSphere with NVIDIA-Certified Systems. Take your live streams, voice chats, and video conference calls to the next level with audio and video effects like noise removal, virtual background, and more. Optimize games and applications with a new unified GPU control center, capture your favorite moments with powerful recording tools through the in-game overlay, and discover the latest NVIDIA tools and software. Enterprises can build and operationalize custom AI applications — creating data-driven AI flywheels — using NIM Agent Blueprints along with NVIDIA NIM microservices and NVIDIA NeMo framework, all part of the NVIDIA AI Enterprise Platform. Apr 16, 2024 · Learn more about GeForce Game Ready Drivers here, and download the new GeForce Game Ready 552. NVIDIA Accelerated Application Catalog. Deploy Generative AI with NVIDIA NIM | NVIDIA Application Catalog; NGC Catalog; NVIDIA NGC; 3D Workflows - Omniverse; Data Center; GPU Monitoring; NVIDIA RTX Experience; NVIDIA RTX Desktop Manager; RTX Accelerated Creative Apps; Video Conferencing; AI Workbench NVIDIA Riva is a set of GPU-accelerated multilingual speech and translation microservices for building fully customizable, real-time conversational AI pipelines. Company Information About Us Over 40 of the world’s top 3D applications — some of the most essential tools for design and content creation, are now accelerated with NVIDIA RTX technology. Hardware: GeForce RTX 4060 Laptop GPU with up to 140W maximum graphics power. Apps From Startups Discover apps developed by cutting-edge startups who are members of the NVIDIA Inception Program, designed for a range of use cases, workloads, and industries. File name:- NVIDIA Accelerated Application Catalog Explore a wide array of DPU- and GPU-accelerated applications, tools, and services built on NVIDIA platforms. And with the introduction of NVIDIA RTX IO, texture loading times are accelerated, and the file size of the game has been reduced. From fluid simulations to molecular dynamics, applications help scientists, engineers, and researchers do their work across various fields. See for yourself in our new Equinix Private AI with NVIDIA DGX provides a turnkey, ready-to-run AI development platform, hosted and managed by Equinix and backed by a one-stop team of AI experts, letting you focus on innovation instead of infrastructure. Nov 12, 2019 · Game Ready Drivers Vs NVIDIA Studio Drivers. NVIDIA NGC™ is the portal of enterprise services, software, management tools, and support for end-to-end AI and digital twin workflows. Try it today. Whether you provision and manage the NVIDIA GPU-accelerated instances on AWS yourself or leverage them in managed services like Amazon SageMaker or Amazon Elastic Kubernetes Service (EKS), you have the Jun 2, 2024 · G-Assist’s vision and language models can be customized by developers for a specific game or app, providing a high degree of accuracy and insightfulness. There are two methods to get started with developing on NVIDIA Omniverse: Platform SDK For developers looking to build an application from scratch, NVIDIA offers Omniverse Kit SDK and developer tooling, including the Omniverse App Streaming API and the legacy Omniverse Launcher, to get started. Try GPU-Accelerated Applications Today. Showcase your accelerated application or service on the NVIDIA Accelerated Apps Catalog . Test Drive the World’s Fastest Accelerator – Free! Take the GPU Test Drive, a free and easy way to experience accelerated computing on GPUs. Developers, data scientists, researchers, and students can get practical experience powered by GPUs in the cloud May 28, 2024 · The World’s Finest update also introduces veteran spy Vigil, a cunning professional who literally wrote the book when it comes to these operations, alongside fittingly superhero-themed cosmetics for players to earn in Seasonal Catalog 4, and a range of gameplay improvements, map updates and bug fixes. GPU‐ACCELERATED APPLICATIONS. NVIDIA vApps allow users to access any Windows app at full performance on any device, anywhere. With NVIDIA AI Workbench, leverage the power of RTX workstations for tasks like fine-tuning LLMs or training smaller AI models, while still having the flexibility to scale up to the data center or cloud when required. You can run your own application or try one of the preloaded ones, all running on a remote cluster. Jul 2, 2024 · Trained with 5X more data than DLSS 3, using offline-rendered images that require far more computational power than can be delivered during a real-time game, DLSS 3. It accelerates the data science pipeline and streamlines the development, deployment and management of predictive AI models to automate essential processes and gain rapid insights from data. 264, unlocking glorious streams at higher resolutions. Equipped with eight NVIDIA Blackwell GPUs interconnected with fifth-generation NVIDIA® NVLink®, DGX B200 delivers leading-edge performance, offering 3X the training performance and 15X the inference performance of previous generations. NVIDIA Accelerated Application Catalog Explore a wide array of DPU- and GPU-accelerated applications, tools, and services built on NVIDIA platforms. Combining powerful AI compute with best-in-class graphics and media acceleration, the L40S GPU is built to power the next generation of data center workloads—from generative AI and large language model (LLM) inference and training to 3D graphics, rendering, and video. NVIDIA AI Foundation models include leading community models optimized for performance and enterprise-grade NVIDIA models built from responsibility-sourced data. Modify the look and feel of your painting with nine styles in Standard Mode, eight styles in Panorama Mode, and different materials ranging from sky and mountains to river and stone. We invite users and developers of extensions and applications for the Holoscan platform to reuse and contribute components and sample applications. NVIDIA and AWS collaborate closely on integrations to bring the power of NVIDIA-accelerated computing to a broad range of AWS services. Find applications, developer tools, plugins, and more for AI, data science, design, and beyond and discover how they benefit from the latest NVIDIA technologies. . CONTENTS Astrophysics GeForce RTX gamers also benefit from class-leading RTX-accelerated Ray Tracing, which brings realistic and immersive visual effects to games. Users can experience the power of AI with end-to-end solutions through guided hands-on labs or as a development sandbox. The NVIDIA app beta is a first step in our journey to modernize and unify the NVIDIA Control Panel, GeForce Experience, and RTX Experience apps. 5 enhancements in update 2. Jan 17, 2024 · Since launch in June 2023, Diablo IV GeForce RTX gamers have been accelerating performance by 2. HPC News. | Faster AI Model Training: Training MLPerf-compliant TensorFlow/ResNet50 on WSL (images/sec) vs. NVIDIA LaunchPad provides free access to enterprise NVIDIA hardware and software through an internet browser. In apps, acceleration from dedicated Ray Tracing Cores dramatically speeds up renders, enabling artists to not only create final renders more quickly but also enabling interactive ray tracing in the viewport which makes iterating on and refining new ideas Apps From Startups Discover apps developed by cutting-edge startups who are members of the NVIDIA Inception Program, designed for a range of use cases, workloads, and industries. NVIDIA NIM™ Agent Blueprints are reference workflows for canonical generative AI use cases. Tap into a diverse set of accelerated applications, from AI to data analytics to HPC and visualization. More are coming. And by playing on a GeForce RTX 40 Series graphics card, performance will be maxed out, helping you see the action with maximum clarity at the highest resolutions, which can help with targeting and opponent tracking, leveling up your battlefield performance. File name:- The NVIDIA EGX ™ platform includes optimized software that delivers accelerated computing across the infrastructure. NVIDIA AI Enterprise is a secure, end-to-end, cloud native suite of AI software, enabling organizations to solve new challenges while increasing operational efficiency. Company Information NVIDIA AI Workbench provides a single platform for managing data, models, resources, and compute needs. And with NVIDIA Canvas lets you customize your image so that it’s exactly what you need. Scalability: Vector databases can be run across many GPU-accelerated servers to deliver the desired performance for data ingestion or similarity searches. Powered by the 8th generation NVIDIA Encoder (NVENC), GeForce RTX 40 Series ushers in a new era of high-quality broadcasting with next-generation AV1 encoding support, engineered to deliver greater efficiency than H. NVIDIA offers a robust suite of AI solutions tailored for enterprises across various industries. This catalog showcases the applications and software that are enabled by AMD ROCm and AMD Instinct. Developers, data scientists, researchers, and students can get practical experience powered by GPUs in the cloud The NVIDIA Deep Learning Institute (DLI) offers hands-on training in AI, accelerated computing, and accelerated data science. GeForce Experience 3. NGC. The best way to experience high-performance computing (HPC) simulations is through visualization. Enjoy beautiful ray tracing, AI-powered DLSS, and much more in games and applications, on your desktop, laptop, in the cloud, or in your living room. Dec 4, 2023 · Celebrate the release of over 500 RTX games and apps, and win $500 Green Man Gaming Gift Cards, RTX Key Caps, and other prizes. NVIDIA AI Enterprise, built on open source and curated, optimized, and supported by NVIDIA, not only provides the benefits of open-source software, such as transparency and top of tree innovation, but also takes care of maintaining security and stability for ever-growing software dependencies. Overview; Accelerated Computing for Enterprise IT; Cloud Computing; Colocation Accelerated Applications OpenUSD Enhance workflows with Universal Scene Description ( OpenUSD ), a common framework for 3D scenes that enables seamless collaboration across applications. Find a GPU-accelerated system from our partner network in the Qualified System Catalog. Feb 22, 2024 · Today we are releasing a public beta of the new NVIDIA app, the essential companion for gamers and creators with NVIDIA GPUs in their PCs and laptops. NVIDIA® cuOpt™ optimizes operations by enabling better, faster decisions with accelerated computing. File name:- NVIDIA GeForce RTX™ powers the world’s fastest GPUs and the ultimate platform for gamers and creators. Dec 12, 2023 · And to make gameplay even more responsive in THE FINALS, all GeForce gamers with GPUs dating back to the GTX 900 Series can enable NVIDIA Reflex, which reduces system latency by up to 57%. Nov 16, 2018 · The world’s 15 most popular HPC applications are all GPU accelerated. Find a GPU-accelerated system for AI, data science, visualization, simulation, 3D design collaboration, HPC, and more. Plus, Cyberpunk 2077 gets even better with full ray tracing and DLSS 3. com/gputestdrive. Reduce Time to Production Aug 20, 2024 · Arena Breakout: Infinite, Avowed, Black State, Concord, Empire of the Ants, Eternal Strands, FragPunk, Funko Fusion, Greedfall II: The Dying World, Kingmakers, Marvel Rivals, Mecha BREAK, Once Human, Orcs Must Die! Deathtrap, SPINE, Test Drive Unlimited Solar Crown, Unawake, and Wuthering Waves are also adding DLSS, giving GeForce RTX gamers even faster performance in their favorite titles. Keep your PC up to date with the latest NVIDIA drivers and technology. Accelerated performance out-of-the-box with NVIDIA AI Foundation models from the NVIDIA API catalog. 28. Learn how NVIDIA vGPU helps to maximize utilization of data center resources, and get tips to help simplify your deployment. Stay ahead of the curve with diverse generative AI apps that combine proprietary data with cutting-edge language models to maximize AI workflows. " These include industry giants like Adobe, Epic Games, and Autodesk. Nov 9, 2021 · NVIDIA Launches New, Updated Accelerated Computing Libraries: NVIDIA cuOpt, cuQuantum, cuNumeric, cuGraph, Modulus, Morpheus, NeMo Megatron, Riva, RAPIDS, DOCA and Dozens More 65 software development kits for accelerating quantum computing, last-mile delivery, supercomputing for the PyData ecosystem and more enhance catalog of 150+ offerings. Jan 8, 2024 · To mark the release of the GeForce RTX 40 SUPER Series, NVIDIA has teamed up with some of the top system builders to create custom SUPER PC builds. HoloHub is a central repository for the NVIDIA Holoscan AI sensor processing community to share apps and extensions. | Higher FPS in Modern Games: Baldur’s Gate 3 with Ultra Quality Preset, DLSS Super Resolution Quality Mode Data analytics workflows have traditionally been slow and cumbersome, relying on CPU compute for data preparation, training, and deployment. com. As compared to a laptop without a GeForce RTX Laptop GPU. Experience the leading models to build enterprise generative AI apps now. If you experience any technical issues with the new Game Ready drivers please post a detailed report on the GeForce. Test, prototype, and deploy your own applications and models against the latest and greatest that NVIDIA has to offer. Recommended Desktop GPU : GeForce RTX 4060 or NVIDIA RTX 4000 Recommended Laptop GPU : GeForce RTX 4050 Laptop GPU or NVIDIA RTX 1000 Ada Laptop GPU 02 | POPULAR GPU‑ACCELERATED APPLICATIONS CATALOG | SEP13 Research: Higher Education and Supercomputing COMPUTATIONAL CHEMISTRY AND BIOLOGY Molecular Dynamics APPLICATION DESCRIPTION LATEST VERSION AND SUPPORTED FEATURES MULTI-GPU SUPPORT ACEMD GPU simulation of molecular mechanics force fields, implicit and explicit solvent Jan 17, 2024 · Built on Unreal Engine 5, Layers of Fear featured DLSS 2 at launch, and hardware-accelerated, ray-traced Lumen lighting to make the stunning visuals, and your nightmarish experience, as immersive and realistic as possible. Company Information About Us NVIDIA Accelerated Application Catalog Explore a wide array of DPU- and GPU-accelerated applications, tools, and services built on NVIDIA platforms. The Accelerated Apps Catalog features DPU- and GPU-accelerated solutions. 28 Release Highlights. 5 recognizes different ray-traced effects to make smarter decisions about using temporal and spatial data, and to retain high frequency information for superior-quality upscaling. Bring your solutions to market faster with fully managed services, or take advantage of performance-optimized software to build and deploy solutions on your preferred cloud, on-prem, and edge systems. Real-time processing: RAG applications, such as AI chatbots, rely on vector databases to provide up-to-date business information to send to the LLM, so it can better satisfy user queries. www. Cloud APIs May 21, 2024 · Azure virtual machines—powered by the latest NVIDIA GPUs—give customers around the world access to industry-leading GPU-accelerated cloud computing. Organizations are responding with AI, finding threats within massive amounts of data and building systems that embody a zero-trust, security-everywhere architecture—taking security beyond the data center perimeter to the edge of every server. It provides drug discovery researchers and developers a fast and easy way to build and integrate state-of-the-art generative AI applications across the entire drug discovery pipeline,from target identification to lead optimization. Intel Core i7 13th gen CPU with integrated graphics. NVIDIA AI Foundry is built and backed by NVIDIA AI experts. Download the right software or application for your use. These custom AI models can then be run on the cloud, or are locally accelerated by GeForce RTX AI PCs and laptops. NVIDIA DGX™ B200 is an unified AI platform for develop-to-deploy pipelines for businesses of any size at any stage in their AI journey. NVIDIA-accelerated scientific visualization speeds up data analysis and scientific outreach by enabling researchers to visualize their large datasets at interactive speeds and better collaborate across globally spread teams. A report by Intersect 360 research identified the key applications running in the data center. Enterprises can customize and deploy these models with NVIDIA microservices and streamline the transition to production AI. The NVIDIA app is the essential companion for PC gamers and creators. Application Catalog; NGC Catalog; NVIDIA NGC; 3D Workflows - Omniverse; Data Center; GPU Monitoring; NVIDIA RTX Experience; NVIDIA RTX Desktop Manager; RTX Accelerated Creative Apps; Video Conferencing; AI Workbench Apps From Startups Discover apps developed by cutting-edge startups who are members of the NVIDIA Inception Program , designed for a range of use cases, workloads, and industries. Maximize productivity and efficiency of workflows in AI, cloud computing, data science, and more. GPU Test Drive: a free and easy way to experience the acceleration of applications with GPUs on a remotely-hosted cluster loaded with popular applications such as AMBER, NAMD, GROMACS and others. Riva includes automatic speech recognition (ASR), text-to-speech (TTS), and neural machine translation (NMT) and is deployable in all clouds, in data centers, at the edge, or on embedded devices. Whether you are playing the hottest new games or working with the latest creative applications, NVIDIA drivers are custom tailored to provide the best possible experience. 1, Call of Duty: Modern Warfare III and Call of Duty: Warzone lobbies add full ray tracing, and Warzone adds support for DLSS 3. Download here. Artists and creators can interact with complex models and scenes using real-time ray-traced lighting, get faster batch rendering to speed the production process, and get access to Accelerated Applications Developer Tools Explore tools such as APIs, frameworks, libraries, SDKs, and engines that can help you build your own world-class software applications faster. NVIDIA cuOpt is a world record GPU-accelerated optimization AI microservice that empowers instant dynamic decision-making to solve routing problems with the best-known accuracy at scale. nv-ai-enterprise NVIDIA AI Enterprise Supported Application Catalog; NGC Catalog; NVIDIA NGC; 3D Workflows - Omniverse; Data Center; GPU Monitoring; NVIDIA RTX Experience; NVIDIA RTX Desktop Manager; RTX Accelerated Creative Apps; Video Conferencing; AI Workbench NVIDIA Isaac™ Lab is modular framework built on NVIDIA Isaac Sim™ that simplifies robot training workflows such as reinforcement and imitation learning. nvidia. 5, leveraging its AI-powered Ray Reconstruction technology to improve the fidelity of full ray tracing, and the responsiveness of dynamic lighting effects. " Experience breakthrough multi-workload performance with the NVIDIA L40S GPU. GPU-ACCELERATED APPLICATIONS WITH AMD INSTINCT™ ACCELERATORS & AMD ROCM™ SOFTWARE 2 GPU COMPATIBLE APPLICATIONS CATALOG AMD ROCm™ is an open software platform used in accelerated computing with AMD Instinct™ GPUs. 5X on average at 4K, thanks to the inclusion of DLSS 3. Use leading AI models optimized and accelerated by NVIDIA, then deploy anywhere with NVIDIA NIM inference microservices. Accelerate application performance within a broad range of Azure services, such as Azure Machine Learning, Azure Synapse Analytics, or Azure Kubernetes Service. sfudpkhydbdozrinfsncmcrlsihnpiieuijqjudrkuegptkvokrhhkt