Thursday, January 2, 2014

Big Data & Artful Intelligence


Catch me if you can …
Yes, do cast a wide net. 
Data is everywhere ... all around you - can you catch 'em - but do focus on quality rather than quantity. 
You have heard this before: We begin with the three V’s: Volume, Velocity & Variety 
(that's the do-re-mi of Big Data)

Large Volumes of Structured data …
It’s the usual & the-not-very-exciting-stuff that lives in your internal databases; also in the public clouds. Always useful to have some outside data; gives you the ability to see how you compare with the outside trends.

To this we added the vast Variety of exciting Un-structured data. 
       Go ahead and happily include social perceptions. 
       Again it is critical to identify the ones that really matter to your business.        
      I can almost imagine some interesting ones. 

             Seriously, was this tweeted?
 Really, what was posted regarding this?
 How does Gen Y perceive this?
That status is so not cool!
What was pinned?
Yes, that too – the video that went viral?

Of course, with a high Velocity, you are almost capturing real-time data as well.
The in-memory columnar format – even better! Who wants a data-warehouse when you can have it alongside your transaction data.

Part or Whole …
Do you want to start with a Holistic set of data to get the big picture for your business?
Or
Do you want to start with a small set of Deeper, Segmented  data (think: specialized industries here)?

Analyze this …
What story does this data tell you?
Connect the dots and analyze from the business perspective.
Apply algorithms to derive intelligence and insights.

Missing Pieces …
Remember though to have a good data representation. Could there be any missing data that will affect the inference? What about the boundaries? Can't provide a skewed perspective, now can we?


Lay it out …
Time to provide some visually compelling and easy to understand insights for decision making.

Fast and Furious …
To this ever-changing data apply an evolving logic - logic that progressively learns from its experiences and fine-tunes in an ongoing manner.
You got it ... the logic applied should simply not be hard-coded ... it's smart enough to learn from itself... and does not require any manual logic upgrades. How do we manage that? Bingo!
Usher in - Innovative Cognitive Computing!
(… so la ti do …)

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