Apache Mahout vs. MATLAB vs. Wing Python IDE Comparison


Apache Mahout Apache Software Foundation	MATLAB The MathWorks	Wing Python IDE Wingware	+
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About Apache Mahout is a powerful, scalable, and versatile machine learning library designed for distributed data processing. It offers a comprehensive set of algorithms for various tasks, including classification, clustering, recommendation, and pattern mining. Built on top of the Apache Hadoop ecosystem, Mahout leverages MapReduce and Spark to enable data processing on large-scale datasets. Apache Mahout(TM) is a distributed linear algebra framework and mathematically expressive Scala DSL designed to let mathematicians, statisticians, and data scientists quickly implement their own algorithms. Apache Spark is the recommended out-of-the-box distributed back-end or can be extended to other distributed backends. Matrix computations are a fundamental part of many scientific and engineering applications, including machine learning, computer vision, and data analysis. Apache Mahout is designed to handle large-scale data processing by leveraging the power of Hadoop and Spark.	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 Wing Python IDE was designed from the ground up for Python, to bring you a more productive development experience. Type less and let Wing worry about the details. Get immediate feedback by writing your Python code interactively in the live runtime. Easily navigate code and documentation. Avoid common errors and find problems early with assistance from Wing's deep Python code analysis. Keep code clean with smart refactoring and code quality inspection. Debug any Python code. Inspect debug data and try out bug fixes interactively without restarting your app. Work locally or on a remote host, VM, or container. Wingware's 21 years of Python IDE experience bring you a more Pythonic development environment. Wing was designed from the ground up for Python, written in Python, and is extensible with Python. So you can be more productive.
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 Individuals requiring a tool for creating scalable performant machine learning applications	Audience Modeling, simulation, and programming software that can be hosted in the cloud or on-premise	Audience Python developers seeking a tool to build applications
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 No information available. Free Version Free Trial
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 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 3.0 / 5 ease 5.0 / 5 features 5.0 / 5 design 1.0 / 5 support 4.0 / 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 Apache Software Foundation United States mahout.apache.org	Company Information The MathWorks Founded: 1984 United States www.mathworks.com	Company Information Wingware Founded: 1999 United States wingware.com
Alternatives MLlib Apache Software Foundation	Alternatives Posit	Alternatives Kite
Apache Spark Apache Software Foundation	PrimeSim HSPICE Synopsys	SuperAGI SuperCoder SuperAGI
Deeplearning4j	LabVIEW NI	Windsurf Editor Windsurf
E-MapReduce Alibaba	LiveLink for MATLAB Comsol Group	Code Llama Meta
Horovod View All	RunMat Dystr View All	PyCharm JetBrains View All
Categories AI/ML Model Training Development Frameworks Machine Learning	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 Code Refactoring AI Coding Assistants AI Tools Application Development IDE
	Show More Features CAD Features 2 1/2-Axis Milling 2D Drawing 3-Axis Milling 3D Modeling 4-Axis Milling 5-Axis Milling Civil Collaboration Database Connectivity Design Analysis Design Export Document Management Electrical Hole Making Mechanical Mechatronics Presentation Tools Simulate Cycles Spiral Output Structural Engineering Toolpath Simulation User Defined Cycles Engineering Features 2D Drawing 3D Modeling Chemical Engineering Civil Engineering Collaboration Design Analysis Design Export Document Management Electrical Engineering Mechanical Engineering Mechatronics Presentation Tools Structural Engineering Financial Risk Management Features Compliance Management Credit Risk Management For Hedge Funds Liquidity Analysis Loan Portfolio Management Market Risk Management Operational Risk Management Portfolio Management Portfolio Modeling Risk Analytics Benchmarks Stress Tests Value At Risk Calculation Simulation Features 1D Simulation 3D Modeling 3D Simulation Agent-Based Modeling Continuous Modeling Design Analysis Direct Manipulation Discrete Event Modeling Dynamic Modeling Graphical Modeling Industry Specific Database Monte Carlo Simulation Motion Modeling Presentation Tools Stochastic Modeling Turbulence Modeling Statistical Analysis Features Analytics Association Discovery Compliance Tracking File Management File Storage Forecasting Multivariate Analysis Regression Analysis Statistical Process Control Statistical Simulation Survival Analysis Time Series Visualization	Show More Features Application Development Features Access Controls/Permissions Code Assistance Code Refactoring Collaboration Tools Compatibility Testing Data Modeling Debugging Deployment Management Graphical User Interface Mobile Development No-Code Reporting/Analytics Software Development Source Control Testing Management Version Control Web App Development
Integrations Amazon Web Services (AWS) Cline Devika Domino Enterprise MLOps Platform Emacs Fuzzball GPT Pilot Gemini Code Assist Git Hadoop HostAccess Mayhem Code Security Mistral Code Saasment Splint Spyder Syndeia TPT ThingSpeak Vagrant Show More Integrations View All 2 Integrations	Integrations Amazon Web Services (AWS) Cline Devika Domino Enterprise MLOps Platform Emacs Fuzzball GPT Pilot Gemini Code Assist Git Hadoop HostAccess Mayhem Code Security Mistral Code Saasment Splint Spyder Syndeia TPT ThingSpeak Vagrant Show More Integrations View All 77 Integrations	Integrations Amazon Web Services (AWS) Cline Devika Domino Enterprise MLOps Platform Emacs Fuzzball GPT Pilot Gemini Code Assist Git Hadoop HostAccess Mayhem Code Security Mistral Code Saasment Splint Spyder Syndeia TPT ThingSpeak Vagrant Show More Integrations View All 22 Integrations
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