Amazon Elastic Inference vs. Azure Databricks Comparison


Amazon Elastic Inference Amazon	Azure Databricks Microsoft	+	+
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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.	About Unlock insights from all your data and build artificial intelligence (AI) solutions with Azure Databricks, set up your Apache Spark™ environment in minutes, autoscale, and collaborate on shared projects in an interactive workspace. Azure Databricks supports Python, Scala, R, Java, and SQL, as well as data science frameworks and libraries including TensorFlow, PyTorch, and scikit-learn. Azure Databricks provides the latest versions of Apache Spark and allows you to seamlessly integrate with open source libraries. Spin up clusters and build quickly in a fully managed Apache Spark environment with the global scale and availability of Azure. Clusters are set up, configured, and fine-tuned to ensure reliability and performance without the need for monitoring. Take advantage of autoscaling and auto-termination to improve total cost of ownership (TCO).
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 IT teams that need an advanced Infrastructure as a Service solution	Audience Companies in need of a big data solution
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support 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
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

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/elastic-inference/	Company Information Microsoft Founded: 1975 United States azure.microsoft.com/en-us/services/databricks/
Alternatives Amazon EC2 Inf1 Instances Amazon	Alternatives Databricks
Amazon EC2 G4 Instances Amazon	Azure Data Explorer Microsoft
AWS Neuron Amazon Web Services	TimeXtender
AWS Inferentia Amazon	Horovod
Google Cloud AI Infrastructure Google View All	Amazon EMR Amazon View All
Categories Infrastructure-as-a-Service (IaaS) Supported	Categories Big Data Supported

Integrations Amazon EC2 Supported Amazon Web Services (AWS) Supported AnalyticsCreator Not Supported Artie Not Supported Azure Marketplace Not Supported Bluemetrix Not Supported Capital One Slingshot Not Supported Dagster Not Supported Data Commerce Cloud Not Supported Datafold Not Supported Hackolade Not Supported Jamba Not Supported Kedro Not Supported KloudMate Not Supported Mage Sensitive Data Discovery Not Supported Medical LLM Not Supported Motileo Not Supported NLSQL Not Supported Protegrity Not Supported QuerySurge Not Supported Show More Integrations View All 6 Integrations	Integrations Amazon EC2 Not Supported Amazon Web Services (AWS) Not Supported AnalyticsCreator Supported Artie Supported Azure Marketplace Supported Bluemetrix Supported Capital One Slingshot Supported Dagster Supported Data Commerce Cloud Supported Datafold Supported Hackolade Supported Jamba Supported Kedro Supported KloudMate Supported Mage Sensitive Data Discovery Supported Medical LLM Supported Motileo Supported NLSQL Supported Protegrity Supported QuerySurge Supported Show More Integrations View All 76 Integrations
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