Category:	Utilities
Price:	Free
Popularity:	Low
Version String:	2024.0.1
Release Date:	2024-05-23
Architecture:	Intel & i386
Minimum OS:	macOS 10.15.0
Vendor Name:	Rapidminer Gmbh
Homepage:	rapidminer.com

Description:

RapidMiner Studio
Comprehensive data science platform with visual
workflow design and full automation.


Visual Workflow Designer
Increase productivity across the entire data science team, from analysts to experts
• Speed up and automate the creation of predictive models in a drag + drop visual interface
• Rich library of 1,500+ algorithms and functions ensures the best model for any use case
• Pre-built templates for common use cases including customer churn, predictive maintenance, fraud detection, and many more
• “Wisdom of Crowds” provides proactive recommendations at every step to help beginners




Connect to Any Data Source
Work with all of your data, no matter where it lives
• Instantly create point + click connections to databases, enterprise data warehouses, data lakes, cloud storages, business applications and social media
• Easily re-use connections any time and easily share them with anyone who needs access
• Connect to new sources with extensions from the RapidMiner Marketplace
Automated In-Database Processing
Run data prep and ETL inside databases to keep your data optimized for advanced analytics
• Query and retrieve data without writing complex SQL
• Harness the power of highly scalable database clusters
• Supports MySQL, PostgreSQL, and Google BigQuery


Data Visualization & Exploration
Evaluate data health, completeness, and quality
• Understand patterns, trends, and distributions with scatter plots, histograms, line charts, parallel coordinates, box plots, and more
• Quickly find and fix common data quality problems including missing values and outliers
• Explore data using robust statistical overviews and over 30 interactive visualizations
Data Prep & Blending
Eliminate the hassle of preparing data for predictive modeling
• RapidMiner Turbo Prep offers a fully interactive point + click data prep experience
• Extract, join, filter, and group data across any number of sources
• Create repeatable data prep and ETL processes that can be scheduled and shared




Visual & Automated Machine Learning
Quickly create impactful machine learning models without writing code
• RapidMiner Auto Model creates models in 5 clicks using automated machine learning
• Choose from hundreds of supervised and unsupervised machine learning algorithms
• Implement basic and advanced ML techniques including regression, clustering, time-series, text analytics, and deep learning
• Build the model to be sensitive to constraints like costs to optimize the predictions for your desired business impact
• Use both automated and manual feature engineering to optimize model accuracy
Model Validation
Understand the true performance of a model before deploying to production
• Eliminate overfitting through a unique approach that prevents model training pre-processing data from leaking into the application of the model
• Add proven techniques, like cross validation, to a model with just a single mouse click


Explainable Models Not Black Boxes
Create visual data science workflows that are easy to explain and easy to understand
• Each step in the data prep, modeling, and validation process is documented for complete transparency
• Visuals are easy to explain to others in the organization to gain buy-in for deployment
• Supports the Local Interpretable Model-Agnostic Explanations (LIME) framework
Get More From R & Python Code
Scalable code deployment and collaboration between coders and non-coders
• Deploy code-based models and code-containing models into a scalable platform
• Eliminate duplicate work and ensure others re-use your work by uploading your code snippets into the RapidMiner repository for use in a simplified visual workflow designer
• Make use of the vibrant Python ecosystem by building on top of specialized and cutting-edge libraries and making it available for the rest of your team using RapidMiner
• Leverage data prep and ETL pipelines others have produced



Flexible Scoring & Model Operations
Turn predictive insights into business impact
• Quickly deploy scored data to spreadsheets and data visualization tools or turn models into production web services with RapidMiner AI Hub (formerly RapidMiner Server)
• RapidMiner Model Ops delivers an easy way for less advanced users to put models into production and properly manage them
• Integrate with enterprise scheduling tools
• Add RapidMiner Real-Time Scoring for demanding high transaction / low latency use cases
Automation & Process Control
Build sophisticated visual workflows and automate important tasks
• Use process control operators to create workflows that repeat and loop over tasks, branch flows and access system resources
• Supports a variety of scripting languages for custom integrations and automatons
• Schedule processes


Open & Extensible
Integrate with existing applications and code
• Use R and Python code and libraries to extend RapidMiner
• Integrate RapidMiner with Python through the RapidMiner Python library on Github
• Download new functionality provided by RapidMiner, our partners, and community through the RapidMiner Marketplace
• Add new capabilities to RapidMiner through its flexible extension mechanism
• RapidMiner Studio open core is available under the AGPL license