unleash the power of big data and machine learning
TRANSCRIPT
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1©2016 Talend Inc
Unleash the Power of Big Data and Machine LearningIsabelle NuageDir. Product Marketing Big Data
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Making Sense of Volume & Complexity
https://offshoreleaks.icij.org/
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The Data-Driven Imperative
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Trends in Data-driven Enterprises
Smart Sensors & Devices
Customer Intimacy
Digital Transformation
2016 Revenues
YoYGrowth
Faster Data Better DataNew Data
Opportunities
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SUPPLIERS
CUSTOMERS
CLOUD
SENSORS
PREMISE
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SUPPLIERS
CUSTOMERS
CLOUD
SENSORS
PREMISE
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Challenges In Becoming Fully Data-Driven
Lack of skillsets
Only using sample data
Takes to long to deploy a data model
Analytics models change frequently
Unproductive hand-coding
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2
3
4
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How to Turn Data Science Into Production?
DJ Patil, U.S. Chief Data Scientist at White House Office
The IT team
Iterate & Collaborate
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Bridging the Gap Between Data Science & IT
Create/tune/train predictions,
models, scores
Operationalizeanalytics
Continuousdelivery
Full access todata lake for
modeling
DataScientist
IT Shorten time for IT teams to deliver
#TalendConnect
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10“Adapt or Die”
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Camera Tracking Systems
An array of cameras around the field capture the players and ball positions LIVE
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aggregate the speed and distance run of each player IN REAL TIME
Our goal:
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• The camera array sends a feed of 25 frames per second• Each frame captures the x,y,z coordinates of every player• A live feed of sport data is actually pretty serious Big Data!
Challenges
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Demo Architecture
Database
Ingestion Process Store VisualizeDeliver
ALL designed in Talend
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15©2015 Talend Inc
Demo
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Next Step: From Analysis to Prediction
Team stats
Who is the most likely to score next?
Which team is going to win?
Individual players stats
Which player needs a rest?
Which players are being traded(Æ bring in historical data)
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Predictive Maintenance eCommerce Optimization
Precision Farming Smart Buildings & Cities
Back to the Enterprise
World
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5 Steps to Become Fully Data-Driven
= Insights & ValueGOAL
Access to Everything1
Collaborate 2
Continuous Delivery3
Combine Historical + New4
Batch + Real-Time5
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192006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016(Revenue Growth)
DataIntegration
Master DataManagement
DataQuality
Big Data
ApplicationIntegration
Hadoop 2.0
Spark & Cloud
• The most advanced Big Data integration platform
• 10X faster development
• One solution for batch & streaming
• Deploy machine learning in minutes
Talend: A History of InnovationData
Preparation1st to market for Spark
1st to deliver a DI and AI platform
1st ETL open source tool
1st on YARN & Hadoop 2.0
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20©2016 Talend Inc
Real-Time Big Data SandboxDownload your Free Sandbox
http://www.talend.com/products/real-time-big-data
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21©2015 Talend Inc
THANK YOU!