INTRODUCTIONTOBIGDATA ANDANALYTICS
UNITI
Classification INTRODUCTIONTOBIGDATA ANDANALYTICS
ofDigitalData, StructuredandUnstructuredData
-Introduction
to 9
BigData:
Characteristics – Evolution – Definition - Challenges with Big Data - Other Characteristics of Data -Why Big Data - Traditional Business Intelligence versus Big Data - Data Warehouse and HadoopEnvironment
Big Data Analytics: Classification of Analytics – Challenges - Big Data Analytics important - DataScience - Data Scientist - Terminologies used in Big Data Environments- Basically Available SoftStateEventualConsistency-TopAnalytics Tools
INTRODUCTIONTOTECHNOLOGYLANDSCAPE
NoSQL, ComparisonofSQLandNoSQL, Hadoop-RDBMSVersusHadoop-DistributedComputingChallenges – Hadoop Overview - Hadoop Distributed File System - Processing Data with Hadoop -ManagingResourcesandApplicationswithHadoopYARN-InteractingwithHadoopEcosystem
INTRODUCTIONTO MONGODBANDCASSANDRA
MongoDB: Why Mongo DB - Terms used in RDBMS and Mongo DB - Data Types - MongoDB QueryLanguage
Cassandra:Features-CQLDataTypes–CQLSH–Keyspaces-CRUDOperations–Collections-UsingaCounter-TimetoLive-AlterCommands- ImportandExport- QueryingSystemTables
INTRODUCTION TO MAPREDUCE PROGRAMMING AND HIVE
MapReduce:Mapper–Reducer –Combiner–Partitioner –Searching–Sorting–Compression
Hive: Introduction – Architecture - Data Types - File Formats - Hive Query Language Statements –Partitions – Bucketing – Views – Sub - Query – Joins – Aggregations - Group by and Having – RC FileImplementation -Hive UserDefined Function -Serialization and Deserialization -HiveAnalyticFunctions
INTRODUCTIONTOPIG&JASPERREPORTS
Pig: Introduction - Anatomy – Features – Philosophy - Use Case for Pig - Pig Latin Overview - PigPrimitiveDataTypes-RunningPig-Execution Modes of Pig-HDFSCommands-RelationalOperators - Eval Function - Complex Data Types - Piggy Bank - User-Defined Functions - ParameterSubstitution-DiagnosticOperator-WordCount ExampleusingPig-PigatYahoo!-PigVersusHive
–JasperReport usingJaspersoft
Reference Book:
Judith Huruwitz, Alan Nugent, Fern Halper, Marcia Kaufman, “Big data for dummiesâ€, John Wiley &Sons, Inc.(2013)
TomWhite, “HadoopTheDefinitiveGuideâ€, O’ReillyPublications, FourthEdition, 2015
DirkDeroos, PaulC.Zikopoulos, RomanB.Melnky, BruceBrown, RafaelCoss, “HadoopForDummiesâ€, WileyPublications, 2014
RobertD.Schneider, “HadoopForDummiesâ€, JohnWiley&Sons, Inc.(2012)
Paul Zikopoulos, “Understanding Big Data: AnalyticsforEnterprise ClassHadoopand Streaming Data, McGrawHill, 2012
Text Book:
SeemaAcharya, SubhashiniChellappan, “BigDataandAnalyticsâ€, WileyPublications, First Edition, 2015
REFERENCES
