Download - Agile Data Science
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@dhianadeva
AGILE DATA SCIENCE
Agile Tour 2015 - Niterói
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AGENDA
Goal:
Encourage you to be agile using data science on your project.
● About me● Machine Learning● Similarities● Misconceptions● Non-agile Stories● Agile meets Data Science● Brighter Days
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ABOUT MEElectronics Engineering, Software Development and Data Science… Why not?
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DHIANA DEVA
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NEURALTB
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CERN
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NEURALRINGER
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DJBRAZIL
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DAILY SMALL DATA
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HIGGS CHALLENGE
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HIGGS CHALLENGE
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MACHINE LEARNINGIt's all about learning!
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CLASSIFICATION
?
A
B
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REGRESSION
? 8 15 7 1
11 13 6 3
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CLUSTERING
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DIMENSIONALITY REDUCTION
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SIMILARITIESWe're born to be <3
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LEARNING
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NEURAL NETWORKS
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SELF-ORGANIZING MAPS
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OCCAM'S RAZOR
Among competing hypotheses, the one with the fewest assumptions
should be selected.
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NON-AGILE STORIESWish I knew Martin Fowler back then!
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MEMORY LEAK AT CERN
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CODE AT CERN
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DJBRAZIL?
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MISCONCEPTIONSAgile is not for data science...
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BIG UPFRONT INVESTMENTS
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IT TAKES TOO LONG
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ONLY FOR PHDs
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SILOS
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VANITY METRICS
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HIPPO
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AGILE MEETSDATA SCIENCEAgile and data science: a match made in heaven!
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COLLABORATION
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CONTINUOUS DEVELOPMENT
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STRONG ENGINEERING PRACTICES
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EARLY INSIGHTS
https://www.thoughtworks.com/big-data-analytics
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ACTIONABLE INSIGHTS
https://www.thoughtworks.com/big-data-analytics
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VALUE DRIVEN
https://www.thoughtworks.com/live/2014/europe/different-approaches-to-agile-analytics-and-customer-engagement
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DATA LAKE
http://martinfowler.com/bliki/DataLake.html
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AGILE ANALYTICS
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BRIGHTER DAYSWe're living it!
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MASSIVE ONLINEOPEN COURSES
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OPEN SOURCE TOOLS
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PAY-AS-YOU-GO SERVICES
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A/B TESTING TOOLS
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ANALYTICS TOOLS
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VISUALIZATION TOOLS
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WANT MORE?