NeuraNet: Orchestrating AI at Scale

NeuraNet Orchestrating AI
at Scale

The Challenge

Managing and deploying multiple AI Natural Language Processing (NLP) models is no small feat, especially when they range in size from billions to tens of billions of parameters. Add to that the complexity of running these models on a fleet of 100+ GPUs, and you have a logistical nightmare. How do you deploy, monitor, and maintain optimal performance for each model and each Virtual Machine (VM)?

The Solution

Enter NeuraNet, a tailor-made, intelligent orchestration platform designed to simplify the complexities of large-scale AI operations. Developed in close collaboration with our client, NeuraNet is not just another dashboard; it's the central nervous system of your AI infrastructure.

The Impact

NeuraNet has revolutionized the way our client manages their AI operations. It has not only streamlined the deployment process but also provided invaluable insights into performance metrics, leading to more efficient use of resources and better-performing models.

The Challenge

Managing and deploying multiple AI Natural Language Processing (NLP) models is no small feat, especially when they range in size from billions to tens of billions of parameters. Add to that the complexity of running these models on a fleet of 100+ GPUs, and you have a logistical nightmare. How do you deploy, monitor, and maintain optimal performance for each model and each Virtual Machine (VM)?

The Solution

Enter NeuraNet, a tailor-made, intelligent orchestration platform designed to simplify the complexities of large-scale AI operations. Developed in close collaboration with our client, NeuraNet is not just another dashboard; it’s the central nervous system of your AI infrastructure.

The Impact

NeuraNet has revolutionized the way our client manages their AI operations. It has not only streamlined the deployment process but also provided invaluable insights into performance metrics, leading to more efficient use of resources and better-performing models.

Multi-Model Deployment

Deploy multiple NLP models simultaneously with just a few clicks.

Multi-Model Deployment

Deploy multiple NLP models simultaneously with just a few clicks.

Performance Monitoring

Real-time analytics for each model and VM, ensuring optimal performance.

Anomaly Detection

Advanced algorithms that detect performance anomalies and alert administrators.

Automated Recovery

Trigger actions to automatically revive a non-responsive VM or underperforming model.

Visual Analytics

Comprehensive graphs and stats for individual models or an overall summary.

Why
NeuraNet?

While NeuraNet was developed for a very specific client and use-case, it serves as a showcase of our team’s ability to handle complex, highly specialized projects. The technologies and skills we’ve honed in the development of NeuraNet are transferable, making us a versatile and reliable partner for your next big challenge.

Why NeuraNet?

While NeuraNet was developed for a very specific client and use-case, it serves as a showcase of our team’s ability to handle complex, highly specialized projects. The technologies and skills we’ve honed in the development of NeuraNet are transferable, making us a versatile and reliable partner for your next big challenge.