MATLAB vs. MatConvNet vs. Python Comparison


MATLAB The MathWorks 4.7 out of 5 stars	MatConvNet VLFeat	Python 5.0 out of 5 stars	+
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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 The VLFeat open source library implements popular computer vision algorithms specializing in image understanding and local features extraction and matching. Algorithms include Fisher Vector, VLAD, SIFT, MSER, k-means, hierarchical k-means, agglomerative information bottleneck, SLIC superpixels, quick shift superpixels, large scale SVM training, and many others. It is written in C for efficiency and compatibility, with interfaces in MATLAB for ease of use, and detailed documentation throughout. It supports Windows, Mac OS X, and Linux. MatConvNet is a MATLAB toolbox implementing Convolutional Neural Networks (CNNs) for computer vision applications. It is simple, efficient, and can run and learn state-of-the-art CNNs. Many pre-trained CNNs for image classification, segmentation, face recognition, and text detection are available.	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 Supported Mac Supported Linux Not Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Not Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Supported
Audience Modeling, simulation, and programming software that can be hosted in the cloud or on-premise	Audience Anyone in need of a deep learning software	Audience Developers interested in a beautiful but advanced programming language
Support Phone Support Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Not Supported
API Offers API Not Supported	API Offers API Not Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos	Screenshots and Videos View more images or videos
Pricing No information available. Free Version Not Supported Free Trial Supported	Pricing No information available. Free Version Not Supported Free Trial Not Supported	Pricing Free Free Version Supported Free Trial Not Supported
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
Pros & Cons from Real Users Pros I like everything about it it’s so easy to write scripts if your every stuck you can use the help command and learn more about certain functions. MatLab is an extraordinary software for solving complex equations, or creating/visualizing engineering concepts. I have used it for personal income calculators, PLC design, General graphing purposes etc. The search function to get help on functions is incredibly easy, and the user base is so large, you can always find an answer. When it comes to computing, algebra is involved in an electrical circuit. MatLab is the first thing that comes to mind because, -Powerful yet easy to use. -Specifically, design to compute engineering equation. -Can interpret the result in diagrams and figures . Easy to use Very reputed in the community Pretty basic Ui Best for plotting graphs and equations User friendly Good user interface. High Performance. Large number of available functions. Great for data visualization. Available across platforms. Easy to use debugging tools. Cons I like everything I can’t think of anything to change. Since it is based on matrices, sometimes programming can be a little different than other softwares where you don’t always start at 0. This is just something a programmer needs to be aware of. However, this is very negligible and easy to overcome. The price and requirements for frequent renewals to download new features is a bit frustrating. When computing a huge amount of calculation in one go, Mathlab lacks in speed and sometimes lags. Secondly, the cost is too high, as a student, I could never buy it. But now I have bought it for my personal use as it helps a lot in my work. No cons. using since my 2nd year of engineering and found no issues. Resource intensive - slow to load. License price is high.		Pros & Cons from Real Users Pros Python is simple, easy to learn, but powerful and extensible. Python in my opinion is the best programming language to learn today. Cons I don't have any issues with Python at all. It's my favorite programming language.
Training Documentation Supported Webinars Supported Live Online Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information The MathWorks Founded: 1984 United States www.mathworks.com	Company Information VLFeat United States www.vlfeat.org/matconvnet/	Company Information Python Founded: 1991 www.python.org
Alternatives Posit 5.0 out of 5 stars	Alternatives IBM Watson Machine Learning Accelerator IBM	Alternatives IBM SPSS Statistics IBM 4.4 out of 5 stars
Alchemite Intellegens	LiveLink for MATLAB Comsol Group	AMPL
PrimeSim HSPICE Synopsys	DataMelt jWork.ORG	AppleScript Apple
LiveLink for MATLAB Comsol Group	MATLAB The MathWorks 4.7 out of 5 stars	IronPython
YAKINDU Model Viewer itemis AG View All	Clarifai View All	Cython View All
Categories Backtesting Supported CAD Supported Computer-Aided Engineering (CAE) Supported Data Science Supported Data Visualization Supported Embedded Software Development Supported Engineering Supported Financial Risk Management Supported Fraud Detection Supported Mechanical Engineering Supported Predictive Analytics Supported Programming Languages Supported Simulation Supported Statistical Analysis Supported	Categories Deep Learning Supported	Categories Programming Languages Supported
Show More Features CAD Features 2 1/2-Axis Milling Not Supported 2D Drawing Supported 3-Axis Milling Not Supported 3D Modeling Supported 4-Axis Milling Not Supported 5-Axis Milling Not Supported Civil Supported Collaboration Supported Database Connectivity Not Supported Design Analysis Supported Design Export Supported Document Management Supported Electrical Supported Hole Making Not Supported Mechanical Supported Mechatronics Supported Presentation Tools Supported Simulate Cycles Not Supported Spiral Output Not Supported Structural Engineering Not Supported Toolpath Simulation Not Supported User Defined Cycles Not Supported Engineering Features 2D Drawing Supported 3D Modeling Not Supported Chemical Engineering Not Supported Civil Engineering Not Supported Collaboration Supported Design Analysis Not Supported Design Export Not Supported Document Management Supported Electrical Engineering Not Supported Mechanical Engineering Not Supported Mechatronics Not Supported Presentation Tools Supported Structural Engineering Not Supported Financial Risk Management Features Compliance Management Not Supported Credit Risk Management Not Supported For Hedge Funds Supported Liquidity Analysis Not Supported Loan Portfolio Management Not Supported Market Risk Management Not Supported Operational Risk Management Not Supported Portfolio Management Not Supported Portfolio Modeling Not Supported Risk Analytics Benchmarks Not Supported Stress Tests Not Supported Value At Risk Calculation Not Supported Simulation Features 1D Simulation Not Supported 3D Modeling Supported 3D Simulation Not Supported Agent-Based Modeling Supported Continuous Modeling Not Supported Design Analysis Not Supported Direct Manipulation Not Supported Discrete Event Modeling Not Supported Dynamic Modeling Not Supported Graphical Modeling Not Supported Industry Specific Database Supported Monte Carlo Simulation Not Supported Motion Modeling Not Supported Presentation Tools Supported Stochastic Modeling Not Supported Turbulence Modeling Supported Statistical Analysis Features Analytics Not Supported Association Discovery Supported Compliance Tracking Supported File Management Not Supported File Storage Supported Forecasting Not Supported Multivariate Analysis Not Supported Regression Analysis Not Supported Statistical Process Control Not Supported Statistical Simulation Supported Survival Analysis Not Supported Time Series Not Supported Visualization Not Supported	Show More Features Deep Learning Features Convolutional Neural Networks Supported Document Classification Supported Image Segmentation Supported ML Algorithm Library Not Supported Model Training Not Supported Neural Network Modeling Not Supported Self-Learning Not Supported Visualization Not Supported
Integrations Anaconda Not Supported Browser Use Not Supported Cloud 66 Not Supported CoppeliaSim Supported GPT-5.2 Not Supported Gemini Enterprise Not Supported Giotto Not Supported IntelliSense Not Supported JMP Statistical Software Supported Keepsake Not Supported Mailtrap Not Supported Microsoft Bot Framework Not Supported OneEntry Not Supported Open Interpreter Not Supported Open Voice OS Not Supported Predator CNC Editor Not Supported Studio 3T Not Supported The CodeGround Not Supported TopK Not Supported pdfRest API Toolkit Self-Hosted Not Supported Show More Integrations View All 86 Integrations	Integrations Anaconda Not Supported Browser Use Not Supported Cloud 66 Not Supported CoppeliaSim Not Supported GPT-5.2 Not Supported Gemini Enterprise Not Supported Giotto Not Supported IntelliSense Not Supported JMP Statistical Software Not Supported Keepsake Not Supported Mailtrap Not Supported Microsoft Bot Framework Not Supported OneEntry Not Supported Open Interpreter Not Supported Open Voice OS Not Supported Predator CNC Editor Not Supported Studio 3T Not Supported The CodeGround Not Supported TopK Not Supported pdfRest API Toolkit Self-Hosted Not Supported Show More Integrations	Integrations Anaconda Supported Browser Use Supported Cloud 66 Supported CoppeliaSim Supported GPT-5.2 Supported Gemini Enterprise Supported Giotto Supported IntelliSense Supported JMP Statistical Software Supported Keepsake Supported Mailtrap Supported Microsoft Bot Framework Supported OneEntry Supported Open Interpreter Supported Open Voice OS Supported Predator CNC Editor Supported Studio 3T Supported The CodeGround Supported TopK Supported pdfRest API Toolkit Self-Hosted Supported Show More Integrations View All 1563 Integrations
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