Bigdata presentation

81
6/24/22 Big Data By Sathish Yellanki Slide No : 1 A Very Big Question To Answer

Transcript of Bigdata presentation

Page 1: Bigdata presentation

Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 1

A Very Big Question To Answer

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What is Big Data?

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Formal Definitions of Big Data

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Big Data is The Frontier of A Firm's Ability To

Store, Process, Access (SPA)

All The Data it Needs To

Operate Effectively

Make Decisions

Reduce Risks

Serve Customers

Definition 01

…Forrester

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Big Data in General is Defined As

High Volume, Velocity And Variety

Information Assets That Demands

Cost-Effective

Innovative Forms of Information Processing For Enhanced Insight And Decision Making

Definition 02

…Gartner

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Big Data is Data That Exceeds The

Processing Capacity of Conventional Database Systems

The Data is Too Big, Moves Too Fast, OR Doesn't Fit The Structures of Clients Database Architectures

To Gain Value From This Data, The Client Must Choose An Alternative Way To Process it

Definition 03

…O’Reilly

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Big Data is The Data Characterized By 3 Attributes Volume

Variety

Velocity

Definition 04

…IBM

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Big Data is Data Characterized By 4 Key Attributes

Volume

Variety

Velocity

Value

Definition 05

…Oracle

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How An Analyst, Designer, Administrator, Architect And Developer Should See The Big Data

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By Complexity of Storage Size

By Criticality of Backup And Recovery

By Challenge of Search And Optimizing Time

By Variations of The Tools And Technologies

By The Dynamism of Change And Scalability

By The Resistance in Building The Man Power

By The Speed of Research in Applying

By The Variety of Data Formats That Arise

By The Composition of Demanded Multiple Skillsets

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How To Build An Idea Practically About Big Data?

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QuestionWhat is The Size That We Need To Fit A Single Character of Data?AnswerOne ByteSituational QuestionDo You Have The Required Memory Size?Scenarios That May Arise• Yes, Then it is Small Data• No, Then it is Big Data As Per Your RequirementWhat To Do To Fit The Data When it is “NO”• Design And Develop Architecture For Big Data

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QuestionWhat is The Size That We Need To Fit A Single Digit of a Number?AnswerTwo BytesSituational QuestionDo You Have The Required Memory Size?Scenarios That May Arise• Yes, Then it is Small Data• No, Then it is Big Data As Per Your RequirementWhat To Do To Fit The Data When it is “NO”• Design And Develop Architecture For Big Data

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QuestionWhat is The Maximum Size of Data Storage in A MS-Word File?Answer32 MBSituational QuestionDo You Have Your Data Upto OR More Than 32 MBScenarios That May Arise• Yes, Then it is Small Data• No, Then it is Big Data As Per Your RequirementWhat To Do To Fit The Data When it is “NO”• Design And Develop Architecture For Big Data

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QuestionWhat is The Maximum Size of Data Storage in A Data File of Oracle?Answer

Block Size  Maximum Datafile File Size  2K  4194303 * 2K = 8 GB4K  4194303 * 4K = 16 GB 8K 4194303 * 8K = 32 GB 16K  4194303 * 16K = 64 GB 32K  4194303 * 32K = 128 GB

Block Size  Maximum Datafile File Size  2k  4294967295 * 2K = 8 TB4k  4294967295 * 4K = 16 TB 8k 4294967295 * 8K = 32 TB16k  4294967295 * 16K = 64 TB 32k  4294967295 * 32K = 128 TB

Big File Table Space

Normal File Table Space

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Finally How To Identify The “Big Data” Limit?

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• Big Data is Something When it is Unable To Fit into The RAM.

• Small Data is Something When it Can Fit into The RAM.

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Let Us Have A Symbolic Reference For Clarity

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Byte : One Grain of Rice

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets ManhattanArea • Total 33.6 SQ MI (87 KM2) • Land 22.8 SQ MI (59 KM2) • Water 10.8 SQ MI (28 KM2)  32%Population (2013) • Total 1,626,159

 • Density 70,825.6/SQ MI (27,345.9/KM2)

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets Manhattan

Exabyte : Blankets West Coast States

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets Manhattan

Exabyte : Blankets West Coast States

Zettabyte : Fills The Pacific OceanArea of 165,200,000 KM²

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets Manhattan

Exabyte : Blankets West Coast States

Zettabyte : Fills The Pacific Ocean

Yottabyte : A Earth Size Rice Ball!Surface Area :  510,072,000 KM²Radius : 6,371 KMVolume : 1.08321×1012 KM3

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Area of Application By Memory Size

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets Manhattan

Exabyte : Blankets West Coast States

Zettabyte : Fills The Pacific Ocean

Yottabyte : A Earth Size Rice Ball!

Hobbyist

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets Manhattan

Exabyte : Blankets West Coast States

Zettabyte : Fills The Pacific Ocean

Yottabyte : A Earth Size Rice Ball!

Hobbyist

Desktop

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets Manhattan

Exabyte : Blankets West Coast States

Zettabyte : Fills The Pacific Ocean

Yottabyte : A Earth Size Rice Ball!

Hobbyist

Desktop

Internet

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets Manhattan

Exabyte : Blankets West Coast States

Zettabyte : Fills The Pacific Ocean

Yottabyte : A Earth Size Rice Ball!

Big Data

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Byte : One Grain of Rice

Kilobyte : Cup of Rice

Megabyte : 8 Bags of Rice

Gigabyte : 3 Semi Trucks

Terabyte : 2 Container Ships

Petabyte : Blankets Manhattan

Exabyte : Blankets West Coast States

Zettabyte : Fills The Pacific Ocean

Yottabyte : A Earth Size Rice Ball!

Hobbyist

Desktop

Internet

Big Data

Who Knows?

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What is The Key Parameter To Be Considered in Big Data?

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• Big Data is Not About The Size of The Data.

• Big Data is About The Value Within The Data.

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So, What is The Level of value?

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When Big Data Will Be Valued?

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Market Intelligence?

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Market Intelligence?

Business Intelligence?

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Market Intelligence?

Business Intelligence?

Secret Intelligence?

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Market Intelligence?

Business Intelligence?

Secret Intelligence?

Forensic Intelligence?

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Market Intelligence?

Business Intelligence?

Secret Intelligence?

Forensic Intelligence?

Medical Intelligence?

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Market Intelligence?

Business Intelligence?

Secret Intelligence?

Forensic Intelligence?

Space Intelligence?

Medical Intelligence?

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Big Data

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 45

A Big Question For The Next Generation

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Big Data By Sathish Yellanki

AnswerYes, Our Society And System is Leaving Behind A Digital Footprint.

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QuestionAre We Going To Be A Digital World?

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 47

A Big Question For The Community of Humans

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AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our

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AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes

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AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes

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AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes• Our Opinions

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AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes• Our Opinions • Perspectives

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 53

AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes• Our Opinions • Perspectives• Happiness And Sorrow

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AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes• Our Opinions • Perspectives• Happiness And Sorrow• Responsibilities And Rights

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 55

AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes• Our Opinions • Perspectives• Happiness And Sorrow• Responsibilities And Rights• Governance

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 56

AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes• Our Opinions • Perspectives

• Governance

• Happiness And Sorrow• Responsibilities And Rights

• Strategies And Standards

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AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes• Our Opinions • Perspectives• Happiness And Sorrow• Responsibilities And Rights• Governance• Strategies And Standards• Intelligence And Implementation

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AnswerMajority of The Human Race is Living Online.

QuestionWhere Are We Living And Spending Time Today?

We All Are Digitally And Virtually Expressing Our• Attitudes• Likes And Dislikes• Our Opinions • Perspectives• Happiness And Sorrow• Responsibilities And Rights• Governance• Strategies And Standards• Intelligence And Implementation• Research And Application

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A Big Question For The System Developers

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AnswerYes

QuestionAre We Generating Huge Amounts of Data?

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QuestionWhat This Data is Actually Containing?AnswerData Integrated With A Lot of Information.Information in Association With A Lot of Noise.

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QuestionWhat This Data is Actually Containing?AnswerData Integrated With A Lot of Information.Information in Association With A Lot of Noise.

Dat

a

Inte

llige

nt S

yste

m

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AnswerA Developer Should Develop The Ability To Hear The Signal From The Noise.Catching The Exact Signal For The Analysis And Research is Considered As The Key.

QuestionWhat Ability The Developers Should Develop?

Inte

llige

nt

Syst

em

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Are We Aware of The Big Challenge That is Ahead

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QuestionWhat is The Challenge We Will Face?AnswerUnlock The Human Conversation That is Taking

Place Around Us.

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 66

QuestionWhat Are The Other Conversations We Should

Monitor?Answer• The Human Machine Interaction And

Interdependency• The Ability To Make Machines More Expertise

in Managing The Failures OR if Possible Avoid The Failure

• The Ability To Achieve The Super User Friendliness Architectures

• Achieve Systems That Can Operate As Per The Thought of The Humans

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What Happens if We Can Listen To The Conversation of The Humans Around?

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 68

• Move Towards The Unexpected Discoveries• Re-Invent The Failed Prophesies in Science And

Technology• Analyze The Systems With More Deeper In-

Sight• Cross Question The Process For Greater

Success• Identify And Correct The Failures At The Early

Stages• Report The System Break Ups At The Earliest

Than Expected• Prevent a Total Failure of The System

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The Biggest Question Finally on Big Data

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 70

Shall We Mine The Data OR Mind The Data?

Does The Organizations And People Know What They Have To Do With Data What They Have With

Them?

No, Most People Do Not Know What To Do With All The Data They Already Have…

• First We Should Mind The Data, Then Mine The Data, Then Mind The Data Then Mine The Data,

Then Mind The Data Then Mine The Data…

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So Finally Where To Start With Big Data?

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Get Big

The Bulls Eye For Success Finally Lies in

By Starting

Small

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Where I Should Focus For My Success?

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Focus on The Areas That Contradict With Impact of

Business

System

Process

Methodology

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What is The Flow Chart of Big Data Analytics?

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Start

Did it Work?

Stop

Try Something Out of The Business Data

YESNO

YES

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Is Big Data is Really Big?

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Wednesday, May 3, 2023 Big Data By Sathish Yellanki Slide No : 78

To Speak Frankly No

For The People Who Know How To Use The Concept And Credits of The Big Data

Big Data is Not Big

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What is The End Result if I Know How To Tame The Big Data?

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Big Data Simply Obliges All Your Needs And

Looks And Executes Like Smart Data

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Thank You See You Soon With Hadoop