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  #2  
13th August 2018, 10:55 AM
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Re: DWM Syllabus Mumbai University

Hii sir, I Wants to get The Syllabus of the Data Ware House And Data Mining of the Second year Engineering of the Mumbai University ?
  #3  
13th August 2018, 10:58 AM
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Join Date: Aug 2012
Re: DWM Syllabus Mumbai University

The University of Mumbai, informally known as, is one of the earliest state universities in India and the oldest in Maharashtra.

The Syllabus of the Data Ware House And Data Mining of the Second year Engineering of the Mumbai University is given below

Data Ware House

Overview and Concepts:
Need for data warehousing, The building blocks of a Data warehouse.

Architecture and Infrastructure:
Data Warehouse Architecture, Infrastructure and Metadata Management

Principles Of Dimension Modeling:
Introduction to Dimensional Modeling, Advanced Concepts

Extract Transform Load Cycle:
ETL overview, Extraction, Loading, Transformation techniques.

Information Access and Delivery:
Matching information to classes of users, OLAP the need, Design of the
OLAP database, OLAP operations: slice, dice, rollup, drill-down etc.
OLAP implementations.

Implementation And Maintenance:
Physical design process, Aggregates and Indexing. Data Warehouse
Deployment

Data Mining
Introduction:
Basics of data mining, related concepts, Data mining techniques.
The KDD process

Concept Description:
Class Characterization and comparison, Attribute relevance analysis,
Attribute oriented Induction, Mining descriptive statistical measures in
large databases.

Classification Algorithms:
What is Classification? Supervised Learning, Classifier Accuracy,
Decision Tree and Naive Bayes Classifier.

Clustering:
What is clustering? Types of data, Partitioning Methods (K-Means, KMedoids)
Hierarchical Methods(Agglomerative , Divisive)

Association rules: Motivation For Association Rule mining, Market
Basket Analysis, Apriori Algorithm, FP tree Algorithm, Iceberg Queries.
Advanced Association Rules (just concepts)

Web Mining: Web Content Mining, Web Structure Mining, Web Usage mining

Rest of the Syllabus you may get from the below Attachement that is Free to Download


Syllabus of the Data Ware House And Data Mining of the Second year Engineering of the Mumbai University







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