AWS Neuron vs. Wallaroo.AI Comparison


AWS Neuron Amazon Web Services	Wallaroo.AI	+	+
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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 Wallaroo facilitates the last-mile of your machine learning journey, getting ML into your production environment to impact the bottom line, with incredible speed and efficiency. Wallaroo is purpose-built from the ground up to be the easy way to deploy and manage ML in production, unlike Apache Spark, or heavy-weight containers. ML with up to 80% lower cost and easily scale to more data, more models, more complex models. Wallaroo is designed to enable data scientists to quickly and easily deploy their ML models against live data, whether to testing environments, staging, or prod. Wallaroo supports the largest set of machine learning training frameworks possible. You’re free to focus on developing and iterating on your models while letting the platform take care of deployment and inference at speed and scale.
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 Organizations interested in a powerful enterprise platform for machine learning
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 Not Supported Webinars Not Supported Live Online Supported In Person Not Supported
Company Information Amazon Web Services Founded: 2006 United States aws.amazon.com/machine-learning/neuron/	Company Information Wallaroo.AI Founded: 2017 United States www.wallaroo.ai/
Alternatives Amazon EC2 Trn1 Instances Amazon	Alternatives Deep Infra
Amazon EC2 Trn2 Instances Amazon	NVIDIA Triton Inference Server NVIDIA
Amazon EC2 Inf1 Instances Amazon	Amazon EC2 Inf1 Instances Amazon
AWS Deep Learning AMIs Amazon	CentML
Google Cloud Deep Learning VM Image Google View All	VESSL AI View All
Categories AI Inference Supported AI Infrastructure Supported AI/ML Model Training Supported Deep Learning Supported Machine Learning Supported	Categories AI Inference Supported AI Infrastructure Supported Artificial Intelligence Supported Machine Learning Supported

Integrations Amazon SageMaker Supported AWS Deep Learning AMIs Supported AWS Deep Learning Containers Supported Amazon EC2 Capacity Blocks for ML 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 EKS Supported Amazon EKS Anywhere Supported Amazon Web Services (AWS) Supported Apache Kafka Not Supported Cloudera Not Supported Databricks Not Supported Elastic Cloud Not Supported Fivetran Not Supported Google Cloud Platform Not Supported Microsoft Azure Not Supported TensorFlow Not Supported Show More Integrations View All 16 Integrations	Integrations Amazon SageMaker Supported AWS Deep Learning AMIs Not Supported AWS Deep Learning Containers Not Supported Amazon EC2 Capacity Blocks for ML 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 EKS Not Supported Amazon EKS Anywhere Not Supported Amazon Web Services (AWS) Not Supported Apache Kafka Supported Cloudera Supported Databricks Supported Elastic Cloud Supported Fivetran Supported Google Cloud Platform Supported Microsoft Azure Supported TensorFlow Supported Show More Integrations View All 14 Integrations
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