big data analytics
Semester : VII
Course Code : 18CS72
CIE Marks : 40 SEE Marks : 60
Module – 1
Printed Notes
Module – 2
Printed Notes
Module – 3
Printed Notes
Module – 4
Printed Notes
Module – 5
Printed Notes
BIG DATA AND ANALYTICS
18CS72
SYLLABUS
Module-1
Introduction to Big Data Analytics: Big Data, Scalability and Parallel Processing, Designing Data Architecture, Data Sources, Quality, Pre-Processing and Storing, Data Storage and Analysis, Big Data Analytics Applications and Case Studies.
Text book 1: Chapter 1: 1.2 -1.7
Module-2
Introduction to Hadoop (T1): Introduction, Hadoop and its Ecosystem, Hadoop Distributed File System, MapReduce Framework and Programming Model, Hadoop Yarn, Hadoop Ecosystem Tools.
Hadoop Distributed File System Basics (T2): HDFS Design Features, Components, HDFS User Commands.
Essential Hadoop Tools (T2): Using Apache Pig, Hive, Sqoop, Flume, Oozie, HBase.
Textbook 1: Chapter 2:2.1-2.6
TextBook 2: Chapter 3
TextBook 2: Chapter 7 (except walkthroughs)
Module-3
NoSQL Big Data Management, MongoDB and Cassandra: Introduction, NoSQL Data Store, NoSQL Data Architecture Patterns, NoSQL to Manage Big Data, Shared-Nothing Architecture for Big Data Tasks, MongoDB, Databases, Cassandra Databases.
Textbook 1: Chapter 3: 3.1-3.7
Module-4
MapReduce, Hive and Pig: Introduction, MapReduce Map Tasks, Reduce Tasks and MapReduce Execution, Composing MapReduce for Calculations and Algorithms, Hive, HiveQL, Pig.
Textbook 1: Chapter 4: 4.1-4.6
Module-5
Machine Learning Algorithms for Big Data Analytics: Introduction, Estimating the relationships, Outliers, Variances, Probability Distributions, and Correlations, Regression analysis, Finding Similar Items, Similarity of Sets and Collaborative Filtering, Frequent Itemsets and Association Rule Mining.
Text, Web Content, Link, and Social Network Analytics: Introduction, Text Mining, Web Mining, Web Content and Web Usage Analytics, Page Rank, Structure of Web and analyzing a Web Graph, Social Network as Graphs and Social Network Analytics:
Textbook 1: Chapter 6: 6.1 to 6.5
Textbook 1: Chapter 9: 9.1 to 9.5