Big Data: A definition Big data is the realization of greater intelligence by storing, processing,...

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Big Data: A definition Big data is the realization of greater intelligence by storing, processing, and analyzing data that was previously ignored due to the limitations of traditional data management technologies Big data is the merging of several data sets whose complexity becomes greater than the sum of the individual data sets.

Transcript of Big Data: A definition Big data is the realization of greater intelligence by storing, processing,...

Page 1: Big Data: A definition Big data is the realization of greater intelligence by storing, processing, and analyzing data that was previously ignored due to.

Big Data: A definition• Big data is the realization of greater intelligence by

storing, processing, and analyzing data that was previously ignored due to the limitations of traditional data management technologies

• Big data is the merging of several data sets whose complexity becomes greater than the sum of the individual data sets.

Page 2: Big Data: A definition Big data is the realization of greater intelligence by storing, processing, and analyzing data that was previously ignored due to.
Page 3: Big Data: A definition Big data is the realization of greater intelligence by storing, processing, and analyzing data that was previously ignored due to.

Big Data means that Technology Makes it Possible to Analyze ALL Available Data on any phenomena

Cost effectively manage and analyzeall available data in its native form

unstructured, structured, streaming

ERPCRM RFID

Website

Network Switches

Social Media

Billing

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Lots of data• 2.5 quintillion bytes of data are generated every day!

• A quintillion is 1018

• Data come from many quarters.• Social media sites• Sensors• Digital photos• Business transactions• Location-based data

Source: IBM http://www-01.ibm.com/software/data/bigdata/

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The four dimensions of Big Data• Volume: Large volumes of data• Velocity: Quickly moving data• Variety: structured, unstructured, images, etc.• Veracity: Trust and integrity is a challenge and a must and

is important for big data just as for traditional relational DBs

Source: IBM http://www-01.ibm.com/software/data/bigdata/

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IT

Structures the data to answer that question

IT

Delivers a platform to enable creative discovery

Business

Explores what questions could be asked

Narrow Use:

Determine what questions to ask

Garbage InGarbage Out

New Discoveries

Big Data ApproachIterative & Exploratory Analysis

Traditional ApproachStructured & Repeatable Analysis

Reversing the usual Paradigm

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AnalystIT

I need to evaluate the possible relationship between variables, X,Y ,Z

OK. We have to evaluate a lot of statistics, set the correct database indexes and partitioning. It will take

us 5 days. Go away

Current Situation

Page 8: Big Data: A definition Big data is the realization of greater intelligence by storing, processing, and analyzing data that was previously ignored due to.

Analyst IT

Okay, I went away and now I am back Done. You can run your analytical query.

After 5 days ...

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Analyst IT

Great. I can see here some nice correlations. Now I need to look at it from the different perspective.

After 1 day ...

Ohhh, welcome dear friend. Understand. So, it’s ….

another 5 days of our work

You guys suck. I am outta here%

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And now with Some Magic Compute Box

Page 11: Big Data: A definition Big data is the realization of greater intelligence by storing, processing, and analyzing data that was previously ignored due to.

AnalystIT

I need to evaluate the possible relationship between X,Y,Z.

I will use the Magic Box

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Analyst IT

Great. I can see here some nice correlations. Now I need to look at it from a different

perspective.With the Magic Box I can run the query

immediately. Go away IT

After 10 minutes ...

IT can do something else – much more

useful – if that is even possible …

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Built-In Expertise Makes This as Simple as an Appliance

Go to 'View > Header and Footer' to change this footer text to the event title13

Dedicated device

Optimized for purpose

Complete solution

Fast installation

Very easy operation

Standard interfaces

Low cost

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Original Platform

Netezza

Workflow Reporting 2 hours 1 minute

Invoicing and Payments reporting

Payment discipline of current month invoices

33 minutes

17 seconds

Overdue Debt of Invoices – in Current Month

10 hours 23 seconds

Average Monthly Invoice Figures 50 minutes

38 seconds

RESPONSE TIME MASSIVELY IMPROVED

Real Magic Box results using T-Mobile Czech Rep.

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Big Data Conundrum• Problems:

• Although there is a massive spike available data, the percentage of the data that an enterprise can understand is on the decline

• The data that the enterprise is trying to understand is saturated with both useful signals and lots of noise

Source: IBM http://www-01.ibm.com/software/data/bigdata/

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