Data Science (IT 702(A))-Information Technology (VII-Semester) | RGPV
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Syllabus
- Syllabus - Data Science (IT 702(A))
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Unit I: Data Science and Big Data Overview
- Introduction to Data Science and Big Data
- Characteristics and Challenges of Big Data
- Data Analytics Lifecycle
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Unit II: Advanced Analytical Theory and Methods
- Clustering and Association Rules
- Regression and Classification
- Text Analysis
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Unit III: Advanced Analytics-Technology and Tools
- Analytics for Unstructured Data
- Hadoop 2.0
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Unit IV: The Hadoop Ecosystem
- Introduction to Hive and Hbase
- Data Integration and Real-Time Data Streams
- Overview of Pig and Mahout
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Unit V: Introduction to R, Basic Data Analytics Methods Using R
- Introduction to R and Basic Data Analytics Methods
- Communicating and Operationalizing an Analytics Project
- Data Visualization Basics