| NVIDIA ModulusNVIDIA | ||||||
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| About
            NVIDIA Modulus is a neural network framework that blends the power of physics in the form of governing partial differential equations (PDEs) with data to build high-fidelity, parameterized surrogate models with near-real-time latency. Whether you’re looking to get started with AI-driven physics problems or designing digital twin models for complex non-linear, multi-physics systems, NVIDIA Modulus can support your work. Offers building blocks for developing physics machine learning surrogate models that combine both physics and data. The framework is generalizable to different domains and use cases—from engineering simulations to life sciences and from forward simulations to inverse/data assimilation problems. Provides parameterized system representation that solves for multiple scenarios in near real time, letting you train once offline to infer in real time repeatedly.
             | About
            Numina measures all kinds of curb-level activity. Anonymously and in aggregate, Numina delivers the volume counts, paths, and traffic behaviors of travelers and objects in streets. To understand granular traffic safety, environmental conditions, and operational metrics in streets. To build a data utility that turns streets into a developer platform. Numina was designed to protect privacy as a foundational principle. Our sensors use onboard computing to pre-process and then erase imagery, resulting in datasets that are anonymous and secure. Numina is the only computer vision sensor solution purpose-built for streets and designed from Day 1 to provide Intelligence without Surveillance. Everyone wants more livable places, but few agree on how to get there. There are many ideas about how to improve our neighborhoods. We seek to help cities get to the right answer, faster and more equitably, with a data-driven approach.
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| Audience
        Organizations looking for a powerful Physics Machine Learning platform
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        Cities, governments and agencies looking for an AI vision sensor solution to increase security  
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| Company InformationNVIDIA Founded: 1993 United States developer.nvidia.com/modulus | Company InformationNumina Founded: 2014 United States numina.co | |||||
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