AWS Neuron vs. Produvia Comparison


AWS Neuron Amazon Web Services	Produvia	+	+
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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 Produvia is a serverless machine-learning development service. Partner with Produvia to develop and deploy machine models using serverless cloud infrastructure. Fortune 500 companies and Global 500 enterprises partner with Produvia to develop and deploy machine learning models using modern cloud infrastructure. At Produvia, we use state-of-the-art methods in machine learning and deep learning technologies to solve business problems. Organizations overspend on infrastructure costs. Modern organizations use serverless architectures to reduce server costs. Organizations are held back by complex servers and legacy code. Modern organizations use machine learning technologies to rewrite technology stacks. Companies hire software developers to write code. Modern companies use machine learning to develop software that writes code.
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 Enterprise organizations that want to develop and deploy machine learning models
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not 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 $1,000 per month 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 Not 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 Produvia Founded: 2013 Canada produvia.com
Alternatives Amazon EC2 Trn1 Instances Amazon	Alternatives Strong Analytics
Amazon EC2 Trn2 Instances Amazon	Amazon EC2 G5 Instances Amazon
Amazon EC2 Inf1 Instances Amazon	Comet
AWS Deep Learning AMIs Amazon	Ray Anyscale
Google Cloud Deep Learning VM Image Google View All	Cloud Dataprep Google View All
Categories AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported Deep Learning Supported Machine Learning Supported	Categories Deep Learning Supported Machine Learning Supported

Integrations AWS Deep Learning AMIs Supported AWS Deep Learning Containers Supported AWS Trainium Supported Amazon EC2 Capacity Blocks for ML Supported Amazon EC2 G5 Instances Supported Amazon EC2 Inf1 Instances Supported Amazon EC2 P4 Instances Supported Amazon EC2 P5 Instances Supported Amazon EC2 Trn1 Instances Supported Amazon EC2 Trn2 Instances Supported Amazon EC2 UltraClusters Supported Amazon EKS Supported Amazon EKS Anywhere Supported Amazon Elastic Container Service (Amazon ECS) Supported Amazon SageMaker Supported Amazon Web Services (AWS) Supported Show More Integrations View All 16 Integrations	Integrations AWS Deep Learning AMIs Not Supported AWS Deep Learning Containers Not Supported AWS Trainium Not Supported Amazon EC2 Capacity Blocks for ML Not Supported Amazon EC2 G5 Instances Not Supported Amazon EC2 Inf1 Instances Not Supported Amazon EC2 P4 Instances Not Supported Amazon EC2 P5 Instances Not Supported Amazon EC2 Trn1 Instances Not Supported Amazon EC2 Trn2 Instances Not Supported Amazon EC2 UltraClusters Not Supported Amazon EKS Not Supported Amazon EKS Anywhere Not Supported Amazon Elastic Container Service (Amazon ECS) Not Supported Amazon SageMaker Not Supported Amazon Web Services (AWS) Not Supported Show More Integrations
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