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Ratings and Reviews 0 Ratings
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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.
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
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
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
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
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