Data Mining and Data Warehouse pdf lecture notes download for CSE/IT

Hi CSE/IT engineering friends,

Here on this thread I am uploading high quality pdf lecture notes on Data Mining and Data Warehouse. Hope these lecture notes and handouts will help you prepare for your semester exams.

Topics covered in Data Mining and Data Warehouse notes and eBook:

Module, I
Data Mining overview, Data Warehouse and OLAP Technology,Data Warehouse Architecture, Steps for the Design and Construction of Data Warehouses, A Three-Tier Data Warehouse Architecture, OLAP, OLAP queries, metadata repository

Module, II
Mining Association Rules in Large Databases, Association Rule Mining, Market Basket Analysis: Mining A Road Map, The Apriori Algorithm: Finding Frequent Itemsets Using Candidate Generation,Generating Association Rules from Frequent Itemsets, Improving the Efficiently of Apriori,Mining Frequent Itemsets without Candidate Generation, Multilevel Association Rules

Module, III
What is Classification? What Is Prediction? Issues Regarding Classification and Prediction, Classification by Decision Tree Induction, Bayesian Classification, Bayes Theorem, Bayesian Classification, Classification by Back propagation, A Multilayer Feed-Forward Neural Network, Defining a Network Topology

Module, IV
What Is Cluster Analysis, Types of Data in Cluster Analysis,A Categorization of Major Clustering Methods, Classical Partitioning Methods: k-Meansand k-Medoids, Partitioning Methods in Large Databases

These notes on Data Mining and Data Warehouse can be downloaded by clicking on the links below -

Data Mining and Data Warehouse pdf lecture notes

Data Mining and Data Warehouse ebooks

Data Mining and Data Warehouse pdf download for CSE/IT