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
2
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)
3
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
4
Big Data Systems BITS Pilani, Deemed to be University under Secti
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
2
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)
3
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
4
Big Data Systems BITS Pilani, Deemed to be University under Secti