Data-Mining

Best Free and Open Source Alternatives to IBM SPSS Modeler

Last Updated on April 16, 2022

International Business Machines Corporation (IBM) is an American multinational technology corporation headquartered in Armonk, New York. They sell computer hardware, middleware and software employing over 370,000 people.

IBM acquired Red Hat in 2019. But you can trace IBM’s history of open source far further back. They were one of the earliest champions of open source, backing influential communities like Linux, Apache, and Eclipse, advocating open licenses, open governance, and open standards.

IBM also collaborates with Linux organisations. For example, IBM works with Ubuntu in areas like containers, virtualization, Infrastructure-as-a-Service, big data analytics and DevOps to provide reference architectures, support solutions and cloud offerings, both for enterprise data centres and cloud service providers.

The company is involved in many open source projects. For example, they helped to create the Apache Software Foundation, and were also a founder member of the OpenJS Foundation, responsible for the development of the Node.js platform, Appium, Dojo, jQuery and many other products.

There are also many IBM software products published under a proprietary license. This series looks at free and open source alternatives to IBM’s products.

IBM SPSS ModelerIBM SPSS Modeler is a data mining and text analytics software application. The program is used to build predictive models and conduct other analytic tasks.

While SPSS Modeler is available for Linux, it’s proprietary software. What are the best free and open source alternatives?


1. RapidMiner

RapidMiner (formerly known as YALE) is a flexible Java environment for knowledge discovery in databases, machine learning, and data mining. It allows experiments to be made up of a large number of arbitrarily nestable operators, described in XML files which are created with RapidMiner’s graphical user interface.

It features an easy-to-use visual environment, a plugin mechanism, and high-dimensional plotting, as well as an extension mechanism that makes it possible to integrate new operators and adapt the system to your personal requirements. The modular operator concept of RapidMiner allows the design of complex nested operator chains for a huge number of learning problems in a very fast and efficient way (rapid prototyping).

RapidMiner
Click image for full size

There are three editions of RapidMiner available. Only the free edition is licensed under an open source license. And it’s limited to 10,000 rows and 1 logical processor.


2. Orange

Orange is a component-based framework for machine learning and data mining. It includes a range of data visualization, exploration, preprocessing and modeling techniques. It can be used through an attractive graphical user interface or alternatively as a module for Python programming language.

For explorative data analysis, it provides a visual programming framework with emphasis on interactions and creative combinations of visual components.

Orange
Click image for full size

3. KNIME

KNIME is a coherent and comprehensive open source visual platform for data integration, processing, analysis, reporting and exploration.

It enables users to visually create data flows (often referred to as pipelines), selectively execute some or all analysis steps, and later investigate the results through interactive views on data and models.

KNIME
Click image for full size

All articles in this series:

Alternatives to IBM's Products
IBM Db2Db2 Database - Db2 is a family of data management products, including the Db2 relational database. The products feature AI-powered capabilities.
IBM Maximo Application Suite Maximo Application Suite is a single, integrated cloud-based platform that uses AI, IoT and analytics to optimize performance, extend asset lifecycles and reduce operational downtime and costs.
IBM QRadar SIEM QRadar SIEM detects, prioritizes and responds to threats. Analyse and aggregate log and flow data from thousands of devices, endpoints and apps across your network.
IBM Rational DOORSRational DOORS is a requirements management tool that makes it easy to capture, trace, analyze, and manage changes to information.
IBM Robotic Process Automation Robotic Process Automation helps automate business and IT processes at scale. Software robots, or bots, can act on AI insights to complete tasks with no lag time.
IBM SPSSSPSS is a statistical software suite for data management, advanced analytics, multivariate analysis, business intelligence, and criminal investigation.
IBM SPSS ModelerSPSS Modeler is a data mining and text analytics software application. The program is used to build predictive models and conduct other analytic tasks.
IBM WatsonWatson is a data analytics processor that uses natural language processing, a technology that analyzes human speech for meaning and syntax.
Subscribe
Notify of
guest

This site uses Akismet to reduce spam. Learn how your comment data is processed.

1 Comment
Oldest
Newest Most Voted
Inline Feedbacks
View all comments
Freddy
Freddy
2 years ago

RapidMiner’s open source edition is probably too restrictive for most.