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Introduction to BIG DATA
Part – 01
Nadeesha Thilakarathne
Content
• What is BIG DATA
• From Where it Comes
• 3V's of Big Data
• Velocity
• Variety
• Volume
• Characteristics of Big Data
• Valance
• Veracity
• How Big Data Looks
• References
2
What is BIG DATA
• Data which are very large in size
BIG DATA
>1015
3
From Where it Comes
4
Variety
3V's of Big Data…
Volume
Velocity
3V’s
5
Velocity
• The data is increasing at a very fast rate
• Yesterday data is not recent anymore
6
Variety
7
DATA
Structured
1. Databases
2. Data warehouses
3. Enterprise systems
(CRM,ERP)
Unstructured
1. Analog Data
2. GPS tracking information
3. Audio/video streams
Semi – Structured
1. XML
2. Email
Volume
• The amount of data which we deal with is of very large size of Peta bytes.
8
3V's of Big Data…
• Volume: big data doesn't sample; it just observes and tracks what happens
• Velocity: big data is often available in real-time
• Variety: big data draws from text, images, audio, video; plus it completes missing
pieces through data fusion
9
Characteristics of Big Data
• Volume
• Variety
• Velocity
• Valance
• Veracity
10
New Vs come into the action with new
challenges
Valance
• Connectedness’ of Big data
11
More connections
among data
Increase the
Complexity of data
analysis
Veracity
• The quality of captured data can vary greatly, affecting accurate analysis
• Simply say ,“Uncertainty of Data”
• Refers to the biases, noises, abnormality in data
• Trustworthinessand Truthfulnessmatters
12
How Big Data Looks
13
References
• Big Data – What is Big Data – 3 Vs of Big Data – Volume, Velocity and Variety – Day
2 of 21
• WIKIPEDIA – Big Data
• Educationalresearchtechniques – Characteristics of Big Data
14
15
A BIGTHANK YOU …

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Introduction to BIG DATA part 01

  • 1. Introduction to BIG DATA Part – 01 Nadeesha Thilakarathne
  • 2. Content • What is BIG DATA • From Where it Comes • 3V's of Big Data • Velocity • Variety • Volume • Characteristics of Big Data • Valance • Veracity • How Big Data Looks • References 2
  • 3. What is BIG DATA • Data which are very large in size BIG DATA >1015 3
  • 4. From Where it Comes 4
  • 5. Variety 3V's of Big Data… Volume Velocity 3V’s 5
  • 6. Velocity • The data is increasing at a very fast rate • Yesterday data is not recent anymore 6
  • 7. Variety 7 DATA Structured 1. Databases 2. Data warehouses 3. Enterprise systems (CRM,ERP) Unstructured 1. Analog Data 2. GPS tracking information 3. Audio/video streams Semi – Structured 1. XML 2. Email
  • 8. Volume • The amount of data which we deal with is of very large size of Peta bytes. 8
  • 9. 3V's of Big Data… • Volume: big data doesn't sample; it just observes and tracks what happens • Velocity: big data is often available in real-time • Variety: big data draws from text, images, audio, video; plus it completes missing pieces through data fusion 9
  • 10. Characteristics of Big Data • Volume • Variety • Velocity • Valance • Veracity 10 New Vs come into the action with new challenges
  • 11. Valance • Connectedness’ of Big data 11 More connections among data Increase the Complexity of data analysis
  • 12. Veracity • The quality of captured data can vary greatly, affecting accurate analysis • Simply say ,“Uncertainty of Data” • Refers to the biases, noises, abnormality in data • Trustworthinessand Truthfulnessmatters 12
  • 13. How Big Data Looks 13
  • 14. References • Big Data – What is Big Data – 3 Vs of Big Data – Volume, Velocity and Variety – Day 2 of 21 • WIKIPEDIA – Big Data • Educationalresearchtechniques – Characteristics of Big Data 14