Big Data & Cloud - Infinite Monkey Theorem
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Big Data & Cloud
Infinite Monkey Theorem
CloudCon Expo & ConferenceOctober, 2012
04/12/2023 Infochimps Confidential 2
FirstWhat is Big Data?
“data sets so large and complex that it becomes difficult to process using on-hand database management tools.”
04/12/2023 Infochimps Confidential 3Source: 2011 IDC Digital Universe Study
2010 = 1.2Zettabytes/yr
2020 = 35.2Zettabytes/yr
Data VolumeGrowing 44x
AmpNode
AmpNode
AmpNode
Enterprise Data Warehouse
PARC | 4
. . . .
BYNET Interconnect
ParsingEngines
Request
???Answer
10TB =
$400K 3yrTCO
Search Recommend
Rank
Next-Best-ActionScore
Big Data Warehouse
PARC | 5
. . . .
Ethernet Interconnect
Master:Name NodeJob Tracker
AnalyticRequest
Slave:Task TrckrData Node
Slave:Task TrckrData Node
Slave:Task TrckrData Node
Answer
Semi-Structured
Data10TB =$80K 3yrTCO
04/12/2023 Infochimps Confidential 6
Traditional Operational
Traditional Decision Support
AnalyticAppliances
RealTime
Batch
LargeEnterprise
SmallEnterprise
Application Ecosystem
Deployment inPublic/Private Cloud
Toolset Integration
Hardened
04/12/2023 Infochimps Confidential 7
NextInfinite Monkey Theorem (2):
an infinite number of monkeys hitting keys on a typewriter for a period of time will almost surely type a given text, such as Shakespeare”s Hamlet.
04/12/2023 Infochimps Confidential 8
“unexperienced and unobservable“ based on
“real experiences and real observations“
04/12/2023 Infochimps Confidential 9
“ “Infinite Monkey Theorem (2):
an infinite number of monkeys hitting keys on a typewriter for a period of time will almost surely type a given text, such as Shakespeare”s Hamlet.
an infinite number of monkeys hitting keys on a typewriter for a period of time will almost surely type a given text, such as Shakespeare”s Hamlet.
04/12/2023 Infochimps Confidential 10
infinite number of monkeys
keys on atypewriter
almost surely
Shakespeare”s Hamlet
unlimitedcomputational
power
processingdata
statisticallysignificant
insights
04/12/2023 Infochimps Confidential 11
#thisischimpy
04/12/2023 Infochimps Confidential 12
“Little Data For Business Users“
Problem
04/12/2023 Infochimps Confidential13
?
Business Analysts
Application Developers
ExecutiveDataScientist
ITStaff
Finance,DBAs,Etc.
Data
? ?? ?
04/12/2023 Infochimps Confidential 14
#thisreallysucks
04/12/2023 Infochimps Confidential 15
“Big Data For Business Users“
04/12/2023 Infochimps Confidential16
?
Data
$ $$ $
Executive
ReduceFriction
04/12/2023 Infochimps Confidential 17
#thisisreallygood
04/12/2023 Infochimps Confidential 18
unlimitedcomputational
power
Public
PrivateVirtualPrivate
04/12/2023 Infochimps Confidential 19
analysts use these images to count shipping containers coming off ships in California and are able to get a sense of overall US import activity
04/12/2023 Infochimps Confidential 20
dataprocessing
Public
PrivateVirtualPrivate
04/12/2023 Infochimps Confidential 21
Walmart
04/12/2023 Infochimps Confidential 22
Target
04/12/2023 Infochimps Confidential 23
Images
Docs,Text
WebLogs
Social
Sensors
GPS
BusinessTransactions &
Interactions
BusinessIntelligence &
Analytics
SQL NoSQL NewSQL
EDW MPP NewSQL
Dashboards, ReportsVisualization…
Web, Mobile, CRM,ERP, SCM…
04/12/2023 Infochimps Confidential 24
statisticallysignificant
Public
PrivateVirtualPrivate
04/12/2023 Infochimps Confidential 25
#lotsofdata #simplealgorithms+
04/12/2023 Infochimps Confidential 26
CarsIn Lot
NewsText
WebPricing
SocialSentiment
WeatherSensors
LocalEmployment
QuarterlyRevenue
Prediction
04/12/2023 Infochimps Confidential 27
insights
Public
PrivateVirtualPrivate
04/12/2023 Infochimps Confidential 28
GnipPowertrack
GnipEDC
MoreoverMetabase
TVTranscription
RadioTranscription
PrintTranscription
In-MotionData Delivery
Service
NoSQL
ListeningApplication
New Media
Traditional Media
APIs
Sources Sentiment
Business Users
App DeveloperData Scientist
IT Staff
04/12/2023 Infochimps Confidential 29
unlimitedcomputational
power
processingdata
statisticallysignificant
insights
04/12/2023 Infochimps Confidential 30
#1BigDataCloudService
04/12/2023 Infochimps Confidential 31
#inspiredbyAvinashKaushik