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                 Right-size your workloads Right-size your workloadsNo two models are the same, and neither are their compute requirements. With the industry’s broadest selection of GPUs, you can train, fine-tune and serve models faster and more efficiently. 
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                 Bare metal performance via Kubernetes Bare metal performance via KubernetesRemove hypervisors from your stack by deploying containerized workloads. DHS empowers you to realize the benefits of bare-metal without the burden of managing infrastructure. 
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                 Full stack machine learning expertise Full stack machine learning expertiseMachine Learning is in our DNA, and our infrastructure reflects it. Whether you’re training or deploying models, we built DHS Cloud to reduce your set-up and improve performance. 
 
          A modern cloud, purpose-built for cutting edge AI
DHS Cloud empowers you to train, fine-tune, and serve models up to 35x faster with availability and economics that empower scale.
Get in TouchUnparallelled performance for GPU-accelerated workloads
DHS provides access to the industry’s broadest range of NVIDIA GPUs, so you can scale across the compute that meets the complexity of your workloads. Our Kubernetes-native infrastructure delivers lightning quick spin-up times, responsive auto-scaling, and modern networking architecture to ensure that performance scales with you.
              Cutting edge machine learning and AI 
applications run on DHS
            
            A scalable, on-demand infrastructure to train, fine-tune and serve models for any AI application, with a massive scale of highly-available GPU resources at your fingertips. Need support? Our clients often view our DevOps and infrastructure engineers as an extension of their own.
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                Inference ServiceFastest spin up times and most responsive auto-scalingDHS delivers the industry’s leading inference solution to help you serve models as efficiently as possible, with proprietary auto-scaling technology and spin up times in as little as 5 seconds. Data centers across the country minimize latency, and deliver superior performance for end users. 
 Learn more about our Inference Service  
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                 Model Training Model TrainingState of the art distributed training clustersWe build our A100 distributed training clusters with a rail-optimized design using NVIDIA Quantum InfiniBand networking and in-network collections using NVIDIA SHARP to deliver the highest distributed training performance possible. 
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                Direct Kubernetes AccessRealize the benefits of bare metal without having to manage the infrastructureWe built DHS Cloud with engineers in mind. GPUs are accessible by deploying containerized workloads via Kubernetes, for increased portability, less complexity and overall lower costs. Not a Kubernetes expert? We’re here to help.   
