AWS Neuron vs. Azure Databricks Comparison


AWS Neuron Amazon Web Services	Azure Databricks Microsoft	+	+
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About It supports high-performance training on AWS Trainium-based Amazon Elastic Compute Cloud (Amazon EC2) Trn1 instances. For model deployment, it supports high-performance and low-latency inference on AWS Inferentia-based Amazon EC2 Inf1 instances and AWS Inferentia2-based Amazon EC2 Inf2 instances. With Neuron, you can use popular frameworks, such as TensorFlow and PyTorch, and optimally train and deploy machine learning (ML) models on Amazon EC2 Trn1, Inf1, and Inf2 instances with minimal code changes and without tie-in to vendor-specific solutions. AWS Neuron SDK, which supports Inferentia and Trainium accelerators, is natively integrated with PyTorch and TensorFlow. This integration ensures that you can continue using your existing workflows in these popular frameworks and get started with only a few lines of code changes. For distributed model training, the Neuron SDK supports libraries, such as Megatron-LM and PyTorch Fully Sharded Data Parallel (FSDP).	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 Organizations in need of an SDK solution with a compiler, runtime, and profiling tools that unlocks high-performance and cost-effective deep learning acceleration	Audience Companies in need of a big data solution
Support Phone Support 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
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
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 Web Services Founded: 2006 United States aws.amazon.com/machine-learning/neuron/	Company Information Microsoft Founded: 1975 United States azure.microsoft.com/en-us/services/databricks/
Alternatives Amazon EC2 Trn1 Instances Amazon	Alternatives Databricks
Amazon EC2 Trn2 Instances Amazon	Azure Data Explorer Microsoft
Amazon EC2 Inf1 Instances Amazon	TimeXtender
AWS Deep Learning AMIs Amazon	Horovod
Google Cloud Deep Learning VM Image Google View All	Amazon EMR Amazon View All
Categories AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported Deep Learning Supported Machine Learning Supported	Categories Big Data Supported

Integrations AWS Deep Learning Containers Supported Amazon EC2 Capacity Blocks for ML Supported Amazon EC2 Trn1 Instances Supported Amazon EC2 Trn2 Instances Supported Amazon EC2 UltraClusters Supported Ango Hub Not Supported Azure Confidential Computing Not Supported Bobsled Not Supported Dagster Not Supported Databricks Not Supported HStreamDB Not Supported LynxCare Not Supported Microsoft Power BI Not Supported Motileo Not Supported NLSQL Not Supported Qlik Staige Not Supported Tonic Ephemeral Not Supported VE3 DataWise Not Supported ZenML Not Supported definity Not Supported Show More Integrations View All 16 Integrations	Integrations AWS Deep Learning Containers Not Supported Amazon EC2 Capacity Blocks for ML Not Supported Amazon EC2 Trn1 Instances Not Supported Amazon EC2 Trn2 Instances Not Supported Amazon EC2 UltraClusters Not Supported Ango Hub Supported Azure Confidential Computing Supported Bobsled Supported Dagster Supported Databricks Supported HStreamDB Supported LynxCare Supported Microsoft Power BI Supported Motileo Supported NLSQL Supported Qlik Staige Supported Tonic Ephemeral Supported VE3 DataWise Supported ZenML Supported definity Supported Show More Integrations View All 76 Integrations
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