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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
NoSQL, ComparisonofSQLandNoSQL, Hadoop-RDBMSVersusHadoop-DistributedComputingChallenges – Hadoop Overview - Hadoop Distributed File System - Processing Data with Hadoop -ManagingResourcesandApplicationswithHadoopYARN-InteractingwithHadoopEcosystem
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
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
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-WordCountExampleusingPig-PigatYahoo!-PigVersusHive –JasperReportusingJaspersoft
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: AnalyticsforEnterpriseClassHadoopand Streaming Data, McGrawHill, 2012
Text Book:
SeemaAcharya, SubhashiniChellappan, “BigDataandAnalyticsâ€, WileyPublications, First Edition, 2015