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What is NVIDIA PhysicsNeMo?

NVIDIA's PhysicsNeMo is an open-source deep-learning framework built in Python that facilitates the design, training, fine-tuning, and inference of AI models that marry physical laws with data, thereby improving simulations, creating precise surrogate models, and enabling near-real-time predictions across a variety of domains such as computational fluid dynamics, structural mechanics, electromagnetics, weather forecasting, climate science, and digital twin technologies. It boasts robust GPU-accelerated performance and offers Python APIs based on the PyTorch framework, all distributed under the Apache 2.0 license, featuring a variety of pre-designed model architectures, including physics-informed neural networks, neural operators, graph neural networks, and generative AI methods, allowing developers to effectively harness the causal relationships present in physics along with empirical data for superior engineering modeling. Furthermore, PhysicsNeMo includes extensive training pipelines that cover all aspects from geometry ingestion to the implementation of differential equations, in addition to providing reference application recipes that assist users in rapidly kickstarting their development processes. This unique integration of powerful features positions PhysicsNeMo as a vital resource for engineers and researchers aiming to push the boundaries of physics-based AI applications. Overall, its capabilities make it a crucial asset for anyone looking to innovate in fields that rely on the intersection of artificial intelligence and physical modeling.

What is NVIDIA Clara?

Clara offers advanced tools and pre-trained AI models that are facilitating remarkable progress across a variety of industries, including healthcare technologies, medical imaging, pharmaceutical innovation, and genomic exploration. Explore the detailed workflow involved in the creation and application of medical devices through the Holoscan platform. Utilize the Holoscan SDK to design containerized AI applications in partnership with MONAI, thereby improving deployment capabilities in cutting-edge AI devices with the help of NVIDIA IGX developer kits. Additionally, the NVIDIA Holoscan SDK features acceleration libraries specifically designed for the healthcare sector, along with pre-trained AI models and sample applications that cater to computational medical devices. This strategic blend of tools not only promotes innovation and efficiency but also empowers developers to address intricate challenges within the medical landscape. As a result, the framework provided by Clara positions professionals at the forefront of technological advancements in healthcare.

Media

Media

Integrations Supported

PyTorch
Python

Integrations Supported

AWS Marketplace
NVIDIA BioNeMo
NVIDIA Holoscan
NVIDIA TensorRT

API Availability

Has API

API Availability

Pricing Information

Free
Free Version

Pricing Information

Pricing not provided

Supported Platforms

SaaS

Supported Platforms

SaaS

Customer Service / Support

Standard Support
Web-Based Support

Customer Service / Support

Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training

Training Options

Documentation Hub

Company Facts

Organization Name

NVIDIA

Date Founded

1993

Company Location

United States

Company Website

developer.nvidia.com/physicsnemo

Company Facts

Organization Name

NVIDIA

Date Founded

1993

Company Location

United States

Company Website

developer.nvidia.com/industries/healthcare

Categories and Features

AI Science

Not specified

Categories and Features

AI Science

Not specified

Drug Discovery

Not specified

Healthcare AI

Not specified

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