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What is AWS Neuron?

The system facilitates high-performance training on Amazon Elastic Compute Cloud (Amazon EC2) Trn1 instances, which utilize AWS Trainium technology. For model deployment, it provides efficient and low-latency inference on Amazon EC2 Inf1 instances that leverage AWS Inferentia, as well as Inf2 instances which are based on AWS Inferentia2. Through the Neuron software development kit, users can effectively use well-known machine learning frameworks such as TensorFlow and PyTorch, which allows them to optimally train and deploy their machine learning models on EC2 instances without the need for extensive code alterations or reliance on specific vendor solutions. The AWS Neuron SDK, tailored for both Inferentia and Trainium accelerators, integrates seamlessly with PyTorch and TensorFlow, enabling users to preserve their existing workflows with minimal changes. Moreover, for collaborative model training, the Neuron SDK is compatible with libraries like Megatron-LM and PyTorch Fully Sharded Data Parallel (FSDP), which boosts its adaptability and efficiency across various machine learning projects. This extensive support framework simplifies the management of machine learning tasks for developers, allowing for a more streamlined and productive development process overall.

What is AWS Deep Learning AMIs?

AWS Deep Learning AMIs (DLAMI) provide a meticulously structured and secure set of frameworks, dependencies, and tools aimed at elevating deep learning functionalities within a cloud setting for machine learning experts and researchers. These Amazon Machine Images (AMIs), specifically designed for both Amazon Linux and Ubuntu, are equipped with numerous popular frameworks including TensorFlow, PyTorch, Apache MXNet, Chainer, Microsoft Cognitive Toolkit (CNTK), Gluon, Horovod, and Keras, which allow for smooth deployment and scaling of these technologies. You can effectively construct advanced machine learning models focused on enhancing autonomous vehicle (AV) technologies, employing extensive virtual testing to ensure the validation of these models in a safe manner. Moreover, this solution simplifies the setup and configuration of AWS instances, which accelerates both experimentation and evaluation by utilizing the most current frameworks and libraries, such as Hugging Face Transformers. By tapping into advanced analytics and machine learning capabilities, users can reveal insights and make well-informed predictions from varied and unrefined health data, ultimately resulting in better decision-making in healthcare applications. This all-encompassing method empowers practitioners to fully leverage the advantages of deep learning while ensuring they stay ahead in innovation within the discipline, fostering a brighter future for technological advancements. Furthermore, the integration of these tools not only enhances the efficiency of research but also encourages collaboration among professionals in the field.

Media

Media

Integrations Supported

Amazon EC2 G5 Instances
Amazon EC2 Inf1 Instances
Amazon EC2 P4 Instances
Amazon EC2 Trn1 Instances
Amazon EC2 Trn2 Instances
Amazon Web Services (AWS)
AWS Deep Learning AMIs
AWS Deep Learning Containers
AWS Marketplace
AWS Neuron
AWS Trainium
Amazon EC2 Capacity Blocks for ML
Amazon EC2 P5 Instances
Amazon EC2 UltraClusters
Amazon EKS
Amazon EKS Anywhere
Amazon Elastic Container Service (Amazon ECS)
Amazon SageMaker
PuppyGraph

Integrations Supported

Amazon EC2 G5 Instances
Amazon EC2 Inf1 Instances
Amazon EC2 P4 Instances
Amazon EC2 Trn1 Instances
Amazon EC2 Trn2 Instances
Amazon Web Services (AWS)
AWS Deep Learning AMIs
AWS Deep Learning Containers
AWS Marketplace
AWS Neuron
AWS Trainium
Amazon EC2 Capacity Blocks for ML
Amazon EC2 P5 Instances
Amazon EC2 UltraClusters
Amazon EKS
Amazon EKS Anywhere
Amazon Elastic Container Service (Amazon ECS)
Amazon SageMaker
PuppyGraph

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

Amazon Web Services

Date Founded

2006

Company Location

United States

Company Website

aws.amazon.com/machine-learning/neuron/

Company Facts

Organization Name

Amazon

Date Founded

2006

Company Location

United States

Company Website

aws.amazon.com/machine-learning/amis/

Categories and Features

Deep Learning

Convolutional Neural Networks
Document Classification
Image Segmentation
ML Algorithm Library
Model Training
Neural Network Modeling
Self-Learning
Visualization

Machine Learning

Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization

Categories and Features

Deep Learning

Convolutional Neural Networks
Document Classification
Image Segmentation
ML Algorithm Library
Model Training
Neural Network Modeling
Self-Learning
Visualization

Popular Alternatives

Popular Alternatives

AWS Neuron Reviews & Ratings

AWS Neuron

Amazon Web Services