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Numenta

@numenta.com

The World Leader in Deploying Large AI Models on CPUs

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About

Description

Numenta is a leading technology company that offers an advanced AI platform designed to process language data with exceptional speed and accuracy. Leveraging principles from neuroscience, their cutting-edge tool is optimized for running Large Language Models like Transformers, surpassing traditional models in terms of throughput, latency, and accuracy. Numenta's AI platform provides a range of solutions for quick and accurate language data processing.


With lightning speed, it achieves impressive speedups of 10 to over 100 times without compromising accuracy. It seamlessly integrates into existing infrastructure and MLOps solutions, ensuring easy incorporation into workflows. Complete privacy is maintained, as Numenta allows users to retain full control of their models without sharing any data.


The platform excels in scalable deployment of large language models, offering optimal price performance. Users can choose from a variety of production-ready Transformer models, from BERTs to multi-billion parameter GPTs, and seamlessly deploy their AI solutions with just one command. Numenta's AI platform is delivered as a Docker container, allowing for easy launch and confident deployment of AI solutions.


Built on the Triton Server and standard inference protocols, it integrates smoothly into existing infrastructure, working seamlessly with standard MLOps. The platform offers flexibility and scalability, meeting diverse business needs. Numenta's AI platform enables deployment on-premise or on users' favorite cloud providers, providing full control over models, data, hardware, and ensuring great security, privacy, and low network bandwidth costs.


Numenta's impressive results in dramatically accelerating GPT models on CPUs have garnered recognition from industry experts. The collaboration between Numenta and Intel has unlocked significant throughput performance accelerations for previously bandwidth-bound or latency-bound applications, such as Conversational AI and large document processing. At the forefront of deep learning innovation, Numenta's AI systems are rooted in cutting-edge neuroscience research.


Their unique neuroscience-based approach reduces model complexity and overhead costs, resulting in notable performance improvements of 10 to 100 times. The platform offers seamless adaptability and scalability, allowing for customized solutions tailored to individual business needs. Numenta's technology has been successfully utilized in various case studies, showcasing boosted accuracy without compromising performance.


Their neuroscience-based optimization techniques enable models to achieve higher accuracies than standard counterparts at fixed costs or given performance levels. Additionally, Numenta technologies running on the Intel 4th Gen Xeon Max Series CPUs deliver 20x inference acceleration for long sequence length tasks, while the combination of Numenta and Intel achieves a remarkable 123x inference performance improvement for BERT Transformers. To supercharge your AI solutions, Numenta offers a demo for users to experience their advanced platform firsthand.


Stay updated with the latest advancements in AI by signing up for their newsletter. Numenta values privacy and respects users' information. With headquarters in Redwood City, CA, Numenta is a trusted leader in AI technology, offering comprehensive solutions, conducting cutting-edge research, and providing valuable resources through their blog, research publications, videos, and podcasts.


Join Numenta's thriving community and empower your AI journey today

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Company Type

Privately Held

Company Size

11-50

Year Founded

2005

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