5 simple steps to unleash big data talend connect
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©2016 Talend Inc #TalendConnect ©2016 Talend Inc #TalendConnect ©2016 Talend Inc #TalendConnect ©2016 Talend Inc #TalendConnect
5 Simple Steps for Unleashing the Power of Big Data and Machine
Learning
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Challenges In Becoming Fully Data-‐Driven
Lack of skillsets
Sample of data instead of all data
Long 3me to put a model into produc3on (weeks/months)
Analy3cs models change frequently requiring system updates
Many tasks are unproduc3ve hand-‐coding
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2
3
4
5
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Automa3on brings speed and agility No longer reserved to the happy few Unleash the full power of Big Data
The Importance of Data Science & Machine Learning
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How to Turn Data Science Into ProducHon?
Need to move from deploying models in months to days/hours
DJ Pa3l, U.S. Chief Data Scien3st at White House Office
The IT team
Iterate & Collaborate
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Bridging the Gap Between Data Science & IT
Create/tune/train predic3ons,
models, scores
Opera3onalize analy3cs
Con3nuous delivery
Full access to data lake for modeling
Data Scien3st
IT
Shorten 3me for IT teams to deliver
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Camera Tracking Systems
An array of cameras around the field capture the players and ball posi3ons LIVE
Used by the NBA since 2011-‐2012
Tennis “hawk eye”
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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 prefy serious Big Data!
Challenges
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Demo Architecture
Database
Inges3on Process Store Visualize Deliver
ALL designed in Talend
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Next Step: From Analysis to PredicHon
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 (à bring in historical data)
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Asset Performance Management eCommerce opHmizaHon
Precision Farming Smart Buildings & CiHes
Back to the Enterprise World
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5 Steps to Become Fully Data-‐Driven = Insights & Value GOAL
Access to Everything 1
Collaborate 2
ConHnuous Delivery 3
Combine Historical + New 4
Batch + Real-‐Time 5
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Real-‐Time Big Data Sandbox Download your Free Sandbox
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