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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 Alchemite?
Alchemite focuses on enhancing physical modeling through artificial intelligence, providing organizations with tools to extract valuable insights from both experimental and simulation data. By combining machine learning methodologies with physics-informed models, they improve prediction accuracy, lower experimental costs, and facilitate the development of products and processes more efficiently. Their services span several areas, including materials discovery and design, predictive modeling for performance and reliability, and multiscale modeling that connects atomic and macroscopic behaviors. Additionally, they offer automation for various workflow tasks, such as data integration, surrogate modeling, and model validation, which simplifies complex processes. Alchemite champions the use of physics-aware neural networks and hybrid modeling approaches that respect fundamental scientific principles while learning from data, resulting in faster, more precise simulations and reduced reliance on costly physical testing. Their innovative tools are utilized across diverse fields, such as battery performance prediction and chemical process optimization, demonstrating their broad applicability and effectiveness in solving intricate problems. By leveraging cutting-edge computational techniques, Alchemite empowers organizations to innovate efficiently, ultimately helping them achieve their objectives with greater success.
Integrations Supported
PyTorch
Python
API Availability
Has API
API Availability
Has API
Pricing Information
Free
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
NVIDIA
Date Founded
1993
Company Location
United States
Company Website
developer.nvidia.com/physicsnemo
Company Facts
Organization Name
Intellegens
Date Founded
2017
Company Location
United Kingdom
Company Website
intellegens.com/solutions/
Categories and Features
Categories and Features
Machine Learning
Deep Learning
ML Algorithm Library
Model Training
Natural Language Processing (NLP)
Predictive Modeling
Statistical / Mathematical Tools
Templates
Visualization