AWS Deep Learning AMIs vs. Amazon Elastic Inference Comparison


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About AWS Deep Learning AMIs (DLAMI) provides ML practitioners and researchers with a curated and secure set of frameworks, dependencies, and tools to accelerate deep learning in the cloud. Built for Amazon Linux and Ubuntu, Amazon Machine Images (AMIs) come preconfigured with TensorFlow, PyTorch, Apache MXNet, Chainer, Microsoft Cognitive Toolkit (CNTK), Gluon, Horovod, and Keras, allowing you to quickly deploy and run these frameworks and tools at scale. Develop advanced ML models at scale to develop autonomous vehicle (AV) technology safely by validating models with millions of supported virtual tests. Accelerate the installation and configuration of AWS instances, and speed up experimentation and evaluation with up-to-date frameworks and libraries, including Hugging Face Transformers. Use advanced analytics, ML, and deep learning capabilities to identify trends and make predictions from raw, disparate health data.	About Amazon Elastic Inference allows you to attach low-cost GPU-powered acceleration to Amazon EC2 and Sagemaker instances or Amazon ECS tasks, to reduce the cost of running deep learning inference by up to 75%. Amazon Elastic Inference supports TensorFlow, Apache MXNet, PyTorch and ONNX models. Inference is the process of making predictions using a trained model. In deep learning applications, inference accounts for up to 90% of total operational costs for two reasons. Firstly, standalone GPU instances are typically designed for model training - not for inference. While training jobs batch process hundreds of data samples in parallel, inference jobs usually process a single input in real time, and thus consume a small amount of GPU compute. This makes standalone GPU inference cost-inefficient. On the other hand, standalone CPU instances are not specialized for matrix operations, and thus are often too slow for deep learning inference.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Deep Learning solution that helps developers quickly build scalable, secure deep learning applications	Audience IT teams that need an advanced Infrastructure as a Service solution
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Not Supported	API Offers API Not Supported
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Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported
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Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Amazon Founded: 2006 United States aws.amazon.com/machine-learning/amis/	Company Information Amazon Founded: 2006 United States aws.amazon.com/machine-learning/elastic-inference/
Alternatives AWS Neuron Amazon Web Services	Alternatives Amazon EC2 G4 Instances Amazon
Horovod	Amazon EC2 Inf1 Instances Amazon
Google Cloud Deep Learning VM Image Google	AWS Neuron Amazon Web Services
Fabric for Deep Learning (FfDL) IBM	AWS Inferentia Amazon
GPUonCLOUD View All	Google Cloud AI Infrastructure Google View All
Categories AI Infrastructure Supported AI/ML Model Training Supported Deep Learning Supported	Categories Infrastructure-as-a-Service (IaaS) Supported

Integrations Amazon Web Services (AWS) Supported AWS Marketplace Supported AWS Neuron Supported Amazon EC2 Not Supported Amazon EC2 G4 Instances Not Supported Amazon EC2 G5 Instances Supported Amazon EC2 Inf1 Instances Supported Amazon EC2 P4 Instances Supported Amazon EC2 Trn1 Instances Supported Amazon EC2 Trn2 Instances Supported MXNet Not Supported PuppyGraph Supported PyTorch Not Supported TensorFlow Not Supported Show More Integrations View All 9 Integrations	Integrations Amazon Web Services (AWS) Supported AWS Marketplace Not Supported AWS Neuron Not Supported Amazon EC2 Supported Amazon EC2 G4 Instances Supported Amazon EC2 G5 Instances Not Supported Amazon EC2 Inf1 Instances Not Supported Amazon EC2 P4 Instances Not Supported Amazon EC2 Trn1 Instances Not Supported Amazon EC2 Trn2 Instances Not Supported MXNet Supported PuppyGraph Not Supported PyTorch Supported TensorFlow Supported Show More Integrations View All 6 Integrations
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