operationalizing analytics – it shouldn’t have to hurt!
TRANSCRIPT
©2016 RapidMiner, Inc. All rights reserved. - 1 -
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Operationalizing Analytics – It Shouldn’t Have to Hurt
Tom OttMarketing Data Scientist
RapidMiner
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TMToday’s Agenda • Introduction• Challenges of Getting Your Models into
Production• Various Operationalization Options • Demo • Q&A
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TMUnified Platform Accelerates Time to Value
Data PrepSpeed & optimize ALL
dataexploration, blending
& cleansing tasks
Operationalize
Easily deploy & maintain models and
embed analytic results
Model & Validate
Apply machine learning to rapidly prototype & confidently validate predictive models
Embed results in all types of
business apps & data
visualization tools
Incorporate all types of
data
ACCELERATES TIME TO VALUE
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Source: October 16, 2014, “The Customer-Activated Enterprise” Forrester report
Insights for lines of business:
Making Insights Actionable Can Be a Struggle
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TMRapidMiner Server Makes it Easy!
• Shared repository for predictive models & results
• Offers a variety of deployment options
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TMDeployment Options on RapidMiner Server• Write to files or databases• Create REST APIs to expose models as a
Web Service– XML, JSON, HTML
• Export predictive results to business apps– Qlik or Tableau Dashboards– CRM & Marketing Automation Platforms
• Share results through RapidMiner’s native dashboard/Web App
• Schedule or trigger model execution & management
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Demonstration
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TMAdditional Resources for RapidMiner Server• Resources
– RapidMiner Blog: rapidminer.com/resources/blog/– RapidMiner Community: community.rapidminer.com
• On-Demand Demos– RapidMiner Operationalization Demo:
https://rapidminer.com/resource/operationalization-demo/– Data Visualization with Qlik Demo:
https://rapidminer.com/resource/rapidminer-and-qlik/
• Training Videos– RapidMiner Server: https://rapidminer.com/training/videos/
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Contact Us [email protected] @RapidMinerwww.rapidminer.com
Q & A
Operationalization in the Community
community.rapidminer.com
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BACK UP
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RapidMiner Studio
ModelScoring
RapidMiner Server - Operationalization
Historical DataDB / Biz Sys
Hadoop, Files…
Business Understanding
Data Understanding
Data Preparation Modeling Validation Deploy
Model+
New Data
Web Service API
Application (eMail, ERP,CRM…) / Portal
Databases / DWHs / OLAP-Cubes
RapidMiner Server
Biz/App/DV integration
RM Web App
Application (Data Visualizations)
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• Data Scientists come up with a cool model, some insights.
• Now those insights need to be put into action• Usually hand if off to IT – here you go.• IT needs to do some coding to put it into
production – may take weeks or months