Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015

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BIG DATA CONCEPTUAL MAP FOR DUMMIES 16 de junio 2015

Transcript of Big Data Jornadas XXXV AES. 'Workshop introduction: a Big Data conceptual map for dummies' June 2015

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BIG DATA

CONCEPTUAL MAP FOR

DUMMIES 16 de junio 2015

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16 de junio 2015

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BIG DATA

CONCEPTUAL MAP FROM A

DUMMY

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BIG Data

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BIG Data

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BIG Data

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BIG

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Volume

Variation

Velocity

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Volume

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Data

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RelevantData

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Data

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Variation

Structured

vs

Unstructured

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Variation

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Velocity

ON time

vs

Real time

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Velocity

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Lots of V’S more if you’re interested:

Veracity

Value

Variability

Visualization

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BIGData

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Machine

Data

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IT’s the KEY

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Machine

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MachineUnderstanding the World

by its relations

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Supervised

vs

Unsupervised

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Supervised

“Feed the machine with data and let’s find some model that fits”

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Unsupervised

“Feeds the machine with data and models and leave it to choose the model that fits”

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Neural Networks“Let’s teach the machine how to train itself for a certain task

and leave it to conquer the World”

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Machine

CLASSIFICATION

PREDICTION

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CLASSIFICATION???

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PREDICTION???

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Machine

It is all about

FEATURE EXTRACTION!!!

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Machine

What about the “curses” I mentioned earlier…?

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DIMENSIONALITYCURSE

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SIZECURSE

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HETEROGENEITYCURSE

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OVERFITTINGCURSE

“no-free-lunch theorem”

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BIG Data

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through BIG Questions

from Data

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THANKS FOR YOUR ATTENTION

@[email protected]

@atlasvpmWeb: www.atlasvpm.org

Web: www.echo-health.eu