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

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

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

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

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

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

Related Resources

Analyst Report

Get a complimentary copy of the 2019 Gartner Magic Quadrant for Data Science and Machine Learning Platforms. RapidMiner has been identified as a Leader for the 6th year in a row.

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Tutorial

This track explains the use of RapidMiner Studio and its ecosystem while introducing many of the really important data science concepts at the same time.

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Analyst Report

Get a complimentary copy of the 2018 Forrester Wave™: Multimodal Predictive Analytics And Machine Learning Solutions

Read More