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What is Arup Neuron?

What if buildings had a 'brain' that could monitor their systems and respond in real time; imagine the level of security, comfort, and efficiency we could achieve in our surroundings? We are delving into this idea with Neuron, an innovative solution that employs artificial intelligence to enhance our buildings, communities, and urban landscapes, making them healthier and more sustainable for living and working. Neuron acts as a platform that integrates our knowledge of the built environment with advanced digital technologies. By leveraging 5G connectivity and the Internet of Things, it gathers real-time 'sense data' from an array of equipment and systems. Moreover, it utilizes Building Information Modeling (BIM) to depict complex data through a centralized management interface hosted in the cloud. The intelligence of Neuron harnesses artificial intelligence and machine learning to analyze, optimize, and fully automate numerous operations. Additionally, digital twins act as connectors between the physical and digital worlds. Our proficiency resides in our dual role as consultants and technology experts, as we strive to develop a digital twin that aligns various information sources, paving the way for more intelligent and cohesive environments. This cutting-edge approach not only boosts operational productivity but also significantly uplifts the quality of life for users, creating a more harmonious living experience. By bridging technology with everyday environments, we aim to redefine the future of urban development.

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.

Media

Media

Integrations Supported

Integrations Supported

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

API Availability

API Availability

Pricing Information

Pricing not provided

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Standard Support
Web-Based Support

Training Options

Documentation Hub
Webinars
On-Site Training

Training Options

Documentation Hub

Company Facts

Organization Name

Arup

Date Founded

1946

Company Location

United Kingdom

Company Website

www.arup.com/expertise/services/digital/arup-neuron

Company Facts

Organization Name

Amazon Web Services

Date Founded

2006

Company Location

United States

Company Website

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

Categories and Features

Digital Twin

Not specified

Smart Building

Not specified

Categories and Features

AI Inference

Not specified

AI Infrastructure

Not specified

AI/ML Model Training

Not specified

Deep Learning

Not specified

Machine Learning

Not specified

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