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Big Data : An Introduction
About the
Speaker
Agenda
❑ About Data
❑ Big Data
❑ Concepts
❑ Tools
❑ Architecture Patterns
❑ Trends
❑ Opportunities
The Data Life
❑ 3.7 million Google search queries
❑ 4.3 million YouTube views
❑ 38 million text sent on WhatsApp
❑ 266 000 hours watched on Netflix
❑ 990,000 Tinder swipes
❑ Uber riders take 45,788 trips
❑ 25.9 million real time payments
❑ 4 million data points per engine per
flight
Source: Data Never Sleeps 6.0
Digital Universe
❑ Growing 40% a year into the next
decade
❑ It is doubling in size every 2 years
❑ Data generated by People,
Enterprise and Smart Devices
❑ Forecast for 2020 : 44 zettabytes
    or 44 trillion gigabytes
Source: www.i-scoop.eu :Order From Chaos
Big Data and Its Dimensions
! Volume
! Velocity
! Variety
     
Emergence of new Dimensions
! Value
! Veracity
! Visualisation
! Viscosity
! Virality
Big Data Categories
! Structured
! Human- or machine- generated and highly organized information that are stored in relational format
! Structured data represent only 5 to 10% of all data
! Semi Structured
! Has internal semantic tags and markings that identify separate elements, but lacks the structure required
to fit in a relational database
! Represents 5-10% of Data
! Unstructured
! Data that has no identifiable internal structure or that doesn’t fit neatly in a relational database format
! 85% of the data around the world is considered unstructured data (Digital Reasoning website, IBM)
Revisiting the
Definition
! ERP/CRM processing highly
structured data
! Human interaction via Web/
Clickstream/Social - Semi
Structured/Unstructured
! Observational Data from IoT
(Sensors, RFID, GPS) -
Unstructured
The Value Funnel
The Big Data Tools
! Infrastructure
! Cloudera, AWS
! Databases 
! Neo4j (Graphing DB)
! Snowflake (Cloud EDW)
! Framework
! Hadoop, Spark
! Streaming
! Kafka, Storm
!  AI/Deep Learning
! Mahout, Tensorflow
! Search
! Solr, Elastic Search
! Visualization
! Tableau, Qlik view, Zeppelin
Architecture Blocks
Sample Architecture
Source: https://www.irisidea.com
Trends
❑ IoT network proliferation : Smart Device networks
❑ Increased adoption of AI in daily life of people and Enteprises
❑ Predictive analytics and prescriptive analytics to gauge demand and service requests
❑ Augmented Reality : More Immersive experience
❑ Access to Dark Data : Old Manuscripts, Historical Archives
❑ Smart chatbots : Augmented intelligence
❑ Rise of Quantum Computing : Increased computer power
❑ Elasticity and fluidity in infrastructure on Cloud
Opportunities
❑ Data Officers : Defines the enterprise wise data strategy, Defines the Who, What, Where of Data
❑ Big Data Architects : Responsible for defining the Big Data foundation and orchestration of existing
setup with Big Data
❑ Data Engineers : Responsible for Design and processing of Big Data
❑ Business Intelligence Analysts : Responsible for analyzing data and recommend business
❑ System Administrators : Crucial role. Maintains and secures the systems. 
❑ Trivia ~ Yahoo has 4500 node Hadoop cluster storing 455PB pf data
❑ Data Scientists : In Emerging phase, responsible for analyzing data and creating intelligent models
for business to add value to their operations.
Convergence
Basic Skills Reqd
❑ Operations Research
❑ Statistical Modeling
❑ Analytics Methods
❑ Social Sciences
❑ Design Thinking
Questions !

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Big data - An Introduction

  • 1. Big Data : An Introduction
  • 3. Agenda ❑ About Data ❑ Big Data ❑ Concepts ❑ Tools ❑ Architecture Patterns ❑ Trends ❑ Opportunities
  • 4. The Data Life ❑ 3.7 million Google search queries ❑ 4.3 million YouTube views ❑ 38 million text sent on WhatsApp ❑ 266 000 hours watched on Netflix ❑ 990,000 Tinder swipes ❑ Uber riders take 45,788 trips ❑ 25.9 million real time payments ❑ 4 million data points per engine per flight Source: Data Never Sleeps 6.0
  • 5. Digital Universe ❑ Growing 40% a year into the next decade ❑ It is doubling in size every 2 years ❑ Data generated by People, Enterprise and Smart Devices ❑ Forecast for 2020 : 44 zettabytes     or 44 trillion gigabytes Source: www.i-scoop.eu :Order From Chaos
  • 6. Big Data and Its Dimensions ! Volume ! Velocity ! Variety       Emergence of new Dimensions ! Value ! Veracity ! Visualisation ! Viscosity ! Virality
  • 7. Big Data Categories ! Structured ! Human- or machine- generated and highly organized information that are stored in relational format ! Structured data represent only 5 to 10% of all data ! Semi Structured ! Has internal semantic tags and markings that identify separate elements, but lacks the structure required to fit in a relational database ! Represents 5-10% of Data ! Unstructured ! Data that has no identifiable internal structure or that doesn’t fit neatly in a relational database format ! 85% of the data around the world is considered unstructured data (Digital Reasoning website, IBM)
  • 8. Revisiting the Definition ! ERP/CRM processing highly structured data ! Human interaction via Web/ Clickstream/Social - Semi Structured/Unstructured ! Observational Data from IoT (Sensors, RFID, GPS) - Unstructured
  • 10. The Big Data Tools ! Infrastructure ! Cloudera, AWS ! Databases  ! Neo4j (Graphing DB) ! Snowflake (Cloud EDW) ! Framework ! Hadoop, Spark ! Streaming ! Kafka, Storm !  AI/Deep Learning ! Mahout, Tensorflow ! Search ! Solr, Elastic Search ! Visualization ! Tableau, Qlik view, Zeppelin
  • 13. Trends ❑ IoT network proliferation : Smart Device networks ❑ Increased adoption of AI in daily life of people and Enteprises ❑ Predictive analytics and prescriptive analytics to gauge demand and service requests ❑ Augmented Reality : More Immersive experience ❑ Access to Dark Data : Old Manuscripts, Historical Archives ❑ Smart chatbots : Augmented intelligence ❑ Rise of Quantum Computing : Increased computer power ❑ Elasticity and fluidity in infrastructure on Cloud
  • 14. Opportunities ❑ Data Officers : Defines the enterprise wise data strategy, Defines the Who, What, Where of Data ❑ Big Data Architects : Responsible for defining the Big Data foundation and orchestration of existing setup with Big Data ❑ Data Engineers : Responsible for Design and processing of Big Data ❑ Business Intelligence Analysts : Responsible for analyzing data and recommend business ❑ System Administrators : Crucial role. Maintains and secures the systems.  ❑ Trivia ~ Yahoo has 4500 node Hadoop cluster storing 455PB pf data ❑ Data Scientists : In Emerging phase, responsible for analyzing data and creating intelligent models for business to add value to their operations.
  • 16. Basic Skills Reqd ❑ Operations Research ❑ Statistical Modeling ❑ Analytics Methods ❑ Social Sciences ❑ Design Thinking