B.Sc. (Data Science) Big Data Syllabus - Mumbai University
This is the SY BSc Data Science syllabus under NEP 2020, in force from the academic year 2025-26. The University still sets the earlier Choice Based papers alongside it for ATKT candidates, so check which scheme your exam form names before you revise.
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Syllabus for Big Data
Module I: Big Data Science: Introduction and Historical Interpretation of Big Data, From 3Vs to 3 2 Vs, Big Data Analytics and Machine Learning, Big Data
- Analytics and Cloud Computing, Hadoop, HDFS, MapReduce, Spark, and Flink Real-Time Analytics: Computing Abstractions for Real-Time Analytics, Real-Time Processing for Big Data, Data Stream Processing Platforms, Data Stream Analytics Platforms, Data Analysis and Analytic Techniques, Finance Domain Requirements Database Techniques for Big Data: Background, NoSQL Movement, NoSQL Solutions for Big Data Management, NoSQL Data Models
Module II: Resource Management in Big Data Processing Systems: Types of Resource Management, Big Data Processing Systems and Platforms, Single-Resource Management in the Cloud, Multi resource Management in the Cloud, Related Work on Resource Management
- Local Resource Consumption Shaping: A Case for MapReduce: Local Resource Shaper, Evaluation System Optimization for Big Data Processing: Basic Framework of the Hadoop Ecosystem, Parallel Computation Framework: MapReduce, Job Scheduling of Hadoop, Performance Optimization of HDFS and HBase.
- Packing Algorithms for Big Data Replay on Multicore: Performance Bottlenecks, The Replay Method, Packing Algorithms
Textbooks
- 1 Big Data Principles and Paradigms, Rajkumar Buyya, Rodrigo N. Calheiros, Amir Vahid Dastjerdi, Publisher: Morgan Kaufmann
- 2 Big Data: Principles and best practices of scalable real-time data systems, Nathan Marz and James Warren Publisher: Manning Publications
- 1 Big Data Analytics: From Strategic Planning to Enterprise Integration with Tools, Techniques, NoSQL, and Graph, David Loshin Publisher, Morgan Kaufmann
Reproduced from the University of Mumbai syllabus for B.Sc. (Data Science) under NEP 2020, in force from the academic year 2025-26. Wording is as printed in that syllabus. Module numbering is as printed there too.
The complete syllabus
This subject is cut from the University circular for its year. Open a document here if you want the whole thing rather than a single subject.