Slides PAPIs.io'14 RapidMiner
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RapidMiner provides a platform for data mining and predictive analytics with over 1500 operators and a marketplace for developers to create extensions. The software integrates seamlessly with various data sources and has seen significant community growth, boasting over 250,000 users and 600 customers globally. Key features include a user-friendly design environment for rapid data process development and the ability to deploy processes to a server or cloud.
Slides PAPIs.io'14 RapidMiner
- 1. Developing Extensions for RapidMiner …rapidly November 17th, 2014 Sabrina Kirstein
- 2. RapidMiner Company Overview 2 Easy-to-use, blazing fast, and very easy to integrate with any IT infrastructure Support from a thriving communityof contributors creating new extensions and applications Processes designed in RapidMiner can be one-click deployedto RapidMiner Server or RapidMiner Cloud A unique Marketplacefor independent developers to publish their innovative extensions RapidMiner delivers the power of predictive analytics to business users. No programming required. More than 60 connectors (incl. SAP, Hadoop, Cloud connectors like Twitter and Zapier) allowing easy access to structured and unstructured data.
- 3. RapidMiner History 3 Cloud •Cloud •Hadoop Business Source •Commercial Editions •Community Editions •Client and Server Open Source •Command Line •Initial Workbench Open Source •Complete Workbench •CommunityExtensions •Marketplace Community Growth 2007 2010 2013 2014 5,000 30,000 150,000 250,000
- 4. RapidMiner Metrics 4 60+ Employees Worldwide 100+ Active Developers 600+ Customers in over 50 Countries 40,000+ Downloads per Month 35,000+ Active Deployments with over 250,000 Users
- 6. RapidMiner Studio •With access to over 1500 different operators, the Java-based visual environment of RapidMiner allows for rapid data mining process development 6 Visual Process Design Environment
- 7. Accelerators 7 Wizard •Selection of data and label (e.g. churn) column. •Label column contains missings values if unknown –those will be predicted Results •Predictions (individuals, churn predictions) •Descriptive model •Model accuracy and lift chart
- 8. RapidMiner Cloud Repository & Execution 8
- 9. RapidMiner Server 9 The RapidMiner Server provides enterprise-wide process development and process to web- service conversion with dynamic dashboards and data visualizations.
- 10. Extensions and the Marketplace 10 http://marketplace.rapidminer.com
- 11. ExistingExtensions 11 Edda–Extensions for Binominal Text Classification Instance selection and Prototype based rules RapidMiner Finance and Economics Extension Multimedia Mining Extension
- 12. RapidMiner Finance and Economics Extension Edda–Extensions for Binominal Text Classification ExistingExtensions Confidential 12 Instance selection and Prototype based rules Multimedia Mining Extension
- 13. Linked Open Data Extension •Assume a rating system for books giving us an ISBN number and a rating from 1 to 5 •Goal: Predict the popularity of new books 13 …
- 14. Linked Open Data Extension •Assume a rating system for books giving us an ISBN number and a rating from 1 to 5 •Goal: Predict the popularity of new books 14 … PREFIX rdf: <http://www.w3.org/1999/02/22-rdf-syntax-ns#> PREFIX ontology: <http://dbpedia.org/ontology/> select distinct ?book ?author ?isbn?country ?abstract ?pages ?language where { ?book rdf:typeontology:Book. ?book ontology:author?author . ?book ontology:abstract?abstract . ?book ontology:isbn?isbn. ?book ontology:numberOfPages?pages . ?book ontology:language?language . ?book ontology:country?country . }
- 15. Linked Open Data Extension •Assume a rating system for books giving us an ISBN number and a rating from 1 to 5 •Goal: Predict the popularity of new books 15 … …
- 17. Multimedia Mining Extension 17
- 19. MLWizardExtension 19 1. Define data location 2. Evaluation of different models
- 20. MLWizardExtension 20 3. Load the best model 4. The process will be designed for you
- 22. HowtoextendRapidMiner Studio Confidential 22 gitclone https://github.com/rapidminer/rapidminer-extension-tutorial.gitgradleinstallExtension •Live Demo: –Extension skeleton –Operators –Special data objects –Advanced Extension elements –Accelerators •Documentation http://www.rapidminer.com/documentation
- 23. HowtointegrateRapidMiner •By web services: 23 Web Service API 1.Export process as a web service in RM Server 2.Select output format (JSON, XML, PNG, …) 3. •HTTP POST to that URL •Read process results from HTTP response or •<iframe> into other Website
- 24. HowtointegrateRapidMiner •OEM: 24 Java 1.RapidMiner can be easily invoked 2.Call RapidMiner.init() 3.Use the code: Create processes, run processes or transform data
- 25. RapidMinerUSA RapidMiner, Inc. (Headquarters) 10 Fawcett St Cambridge, MA 02138 United States E-mailcontact-us@rapidminer.com Phone+1 -617 -401 -7708 Fax+1 -617 -401 -7709 THANK YOU 25 RapidMinerGermany RapidMinerGmbH StockumerStr. 475 44227 Dortmund Germany E-mailcontact-de@rapidminer.com Phone+49 -231 -425 786 9-0 Fax+49 -231 -425 786 9-9 RapidMinerUK RapidMinerLtd. QuatroHouse, Frimley Road CamberleyGU16 7ER United Kingdom E-mailcontact-uk@rapidminer.com Phone+44 1276 804 426 Fax+1 -617 -401 –7709 www.rapidminer.com RapidMiner Hungary RapidMiner Kft Iparutca5 1095 Budapest Hungary E-mailcontact-hu@rapidminer.com Phone+44 1276 804 426 Fax+1 -617 -401 -7709