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Class notes

Bigdata

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Lecture notes of 296 pages for the course ZG 522: at BITS PILANI (Bigdata)

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  • October 6, 2024
  • 296
  • 2023/2024
  • Class notes
  • Deshmukh
  • All classes
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DSECL ZG 522: Big Data Syste
Session 1: Introduction to Big Data, Locality of Refer


BITS Pilani Prof. Sudarshan S. Des
Pilani|Dubai|Goa|Hyderabad

, Course Outline

• S1: Introduction to Big Data and data locality
• S2: Parallel and Distributed Processing
• S3: Big Data Analytics and Big Data Systems
• S4: Consistency, Availability, Partition tolerance and Data Lifecycle
• S5: Distributed Systems Programming
• S6-S9: Hadoop ecosystem technologies
• S10: NoSQL Databases
• S11: Big Data on Cloud
• S12: Amazon storage services
• S13-16: In-memory and streaming - Spark

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Big Data Systems BITS Pilani, Deemed to be University under Secti

, Books



T1 Seema Acharya and Subhashini Chellappan. Big Data and Analytics.
Wiley India Pvt. Ltd. Second Edition
R1 DT Editorial Services. Big Data - Black Book. DreamTech. Press. 2016
R2 Kai Hwang, Jack Dongarra, and Geoffrey C. Fox. Distributed and
Cloud Computing: From Parallel Processing to the Internet of Things.
Morgan Kauffman 2011
AR Additional Reading (As per topic)




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Big Data Systems BITS Pilani, Deemed to be University under Secti

, Topics for today

• Motivation
✓ Why do modern Enterprises need to work with data
✓ What is Big Data and data classification
✓ Scaling RDBMS
• What is a Big Data System
✓ Characteristics
✓ Design challenges
• Architecture
✓ High level architecture of Big Data solutions
✓ Technology ecosystem
✓ Case studies
• Why locality of reference and storage organisation matter
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Big Data Systems BITS Pilani, Deemed to be University under Secti

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