MATLAB vs. NVIDIA Modulus vs. Python Comparison


MATLAB The MathWorks	NVIDIA Modulus NVIDIA	Python	+
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About MATLAB® combines a desktop environment tuned for iterative analysis and design processes with a programming language that expresses matrix and array mathematics directly. It includes the Live Editor for creating scripts that combine code, output, and formatted text in an executable notebook. MATLAB toolboxes are professionally developed, rigorously tested, and fully documented. MATLAB apps let you see how different algorithms work with your data. Iterate until you’ve got the results you want, then automatically generate a MATLAB program to reproduce or automate your work. Scale your analyses to run on clusters, GPUs, and clouds with only minor code changes. There’s no need to rewrite your code or learn big data programming and out-of-memory techniques. Automatically convert MATLAB algorithms to C/C++, HDL, and CUDA code to run on your embedded processor or FPGA/ASIC. MATLAB works with Simulink to support Model-Based Design.	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 The core of extensible programming is defining functions. Python allows mandatory and optional arguments, keyword arguments, and even arbitrary argument lists. Whether you're new to programming or an experienced developer, it's easy to learn and use Python. Python can be easy to pick up whether you're a first-time programmer or you're experienced with other languages. The following pages are a useful first step to get on your way to writing programs with Python! The community hosts conferences and meetups to collaborate on code, and much more. Python's documentation will help you along the way, and the mailing lists will keep you in touch. The Python Package Index (PyPI) hosts thousands of third-party modules for Python. Both Python's standard library and the community-contributed modules allow for endless possibilities.
Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook	Platforms Supported Windows Mac Linux Cloud On-Premises iPhone iPad Android Chromebook
Audience Modeling, simulation, and programming software that can be hosted in the cloud or on-premise	Audience Organizations looking for a powerful Physics Machine Learning platform	Audience Developers interested in a beautiful but advanced programming language
Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online	Support Phone Support 24/7 Live Support Online
API Offers API	API Offers API	API Offers API
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Pricing No information available. Free Version Free Trial	Pricing No information available. Free Version Free Trial	Pricing Free Free Version Free Trial
Reviews/Ratings Overall 4.7 / 5 ease 4.5 / 5 features 4.9 / 5 design 4.8 / 5 support 4.8 / 5 Read all reviews	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 5.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 5.0 / 5 support 5.0 / 5 Read all reviews
Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person	Training Documentation Webinars Live Online In Person
Company Information The MathWorks Founded: 1984 United States www.mathworks.com	Company Information NVIDIA Founded: 1993 United States developer.nvidia.com/modulus	Company Information Python Founded: 1991 www.python.org
Alternatives Posit	Alternatives SOLIDWORKS Simulation SolidWorks	Alternatives IBM SPSS Statistics IBM
PrimeSim HSPICE Synopsys	LiveLink for MATLAB Comsol Group	AMPL
LabVIEW NI	samadii/em Metariver Technology Co.,Ltd	AppleScript Apple
Simulink MathWorks	COMSOL Multiphysics Comsol Group	Ruby Ruby Language
LiveLink for MATLAB Comsol Group View All	NVIDIA GPU-Optimized AMI Amazon View All	JSON View All
Categories Backtesting CAD Computer-Aided Engineering (CAE) Data Science Data Visualization Embedded Software Development Engineering Financial Risk Management Fraud Detection Mechanical Engineering Predictive Analytics Programming Languages Simulation Statistical Analysis	Categories AI Inference Digital Twin HPC Multiphysics Simulation Neural Network	Categories Programming Languages
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Integrations AiXcoder Akira AI Amazon Q Boost Note Cloud 66 CodePal DecisionRules Glipper IDLE KeyCAPTCHA LiveKit OptiTrack Motive Restack SaaS Forge SonarQube Server SonarQube for IDE Streamkap TextMate Volca ruffus Show More Integrations View All 77 Integrations	Integrations AiXcoder Akira AI Amazon Q Boost Note Cloud 66 CodePal DecisionRules Glipper IDLE KeyCAPTCHA LiveKit OptiTrack Motive Restack SaaS Forge SonarQube Server SonarQube for IDE Streamkap TextMate Volca ruffus Show More Integrations	Integrations AiXcoder Akira AI Amazon Q Boost Note Cloud 66 CodePal DecisionRules Glipper IDLE KeyCAPTCHA LiveKit OptiTrack Motive Restack SaaS Forge SonarQube Server SonarQube for IDE Streamkap TextMate Volca ruffus Show More Integrations View All 1197 Integrations
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