RapidMiner Studio

Visual workflow designer for the entire analytics team

Visual Workflow Designer

Increase productivity across the entire data science team, from analysts to experts

  • Accelerate the creation of predictive models using a drag + drop visual interface
  • Rich library of over 1500 machine learning algorithms and functions to build the best model for any use case
  • Pre-built templates for common use cases including customer churn, predictive maintenance, fraud detection, and many more
  • Unique Wisdom of Crowds feature provides proactive recommendations at each step of the workflow, including the population of parameters
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Data Sources

Connect to all of your data, no matter where it lives

  • Create point + click connections to databases, enterprise data warehouses, data lakes, cloud storages, business applications and social media
  • Re-use connections in whatever context and easily share them with anyone who needs access
  • Connect to new data sources by downloading extensions from the RapidMiner Marketplace

In-database Processing

Run data prep and ETL processes directly inside databases

  • Query and retrieve data without writing complex SQL
  • Harness the power of highly scalable database clusters
  • Supports MySQL, PostgreSQL, and Google BigQuery
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Explore & Visualize Data

Evaluate data health, completeness, and quality

  • Develop an understanding of patterns, trends, and distributions in the data with scatter plots, histograms, line charts, parallel coordinates, box plots, and more

  • Identify 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

  • Extract, join, filter, and group data across any number of sources
  • Create repeatable data prep and ETL processes that can be scheduled and shared
  • Jump over to RapidMiner Turbo Prep for a fully interactive point + click data prep experience
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Machine Learning

Create robust machine learning models without writing code

  • Choose from hundreds of supervised and unsupervised machine learning algorithms
  • Implement a wide variety of ML techniques including regression, clustering, time-series, text analytics, and deep learning
  • Use both automated and manual feature engineering to improve model accuracy
  • Integrates with RapidMiner Auto Model to create models in 5 clicks using automated machine learning

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
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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
  • Visual workflow is easy to explain to others in the organization
  • Supports the Local Interpretable Model-Agnostic Explanations (LIME) framework

Flexible Scoring & Deployment

Turn predictive insights into prescriptive actions

  • Quickly deploy scored data to spreadsheets and data visualization tools
  • Turn models into production web services with RapidMiner Server
  • Add RapidMiner Real-Time Scoring for demanding high transaction / low latency use cases
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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
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Learn more about RapidMiner Studio

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