RapidMiner Studio

Visual workflow designer that brings data science and machine learning to the entire analytics team, from analysts to experts

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

Data Sources

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

  • Create point + click connections to databases, warehouses, cloud sources, documents, social media, and business applications
  • 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

in-database-processing

Explore and Visualize Data

Evaluate data health, completeness, and quality

  • Explore data using robust statistical overviews and visualizations
  • Identify and fix common data quality problems including missing values and outliers

Data Prep and 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

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 4 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

create-explainable-models

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 and 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

deployment

Automation and 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 and Extensible

Integrate with existing applications and code

  • Use existing R and Python code and libraries to extend RapidMiner
  • Download new functionality through the RapidMiner Marketplace
  • RapidMiner Studio open core is available under an aGPL license

marketplace

Learn more about RapidMiner Studio

How to Correctly Validate Machine Learning Models

RapidMiner Studio: Product Datasheet

RapidMiner Studio Performance: The Need for Speed

RapidMiner Studio Overview