Indian Institute of Technology, Kharagpur (IIT Kharagpur) Data Mining Lecture Notes , Question Papers , Videos , MCQ

Data Mining

Data Mining in indian Institute of Technology,Kharagpur

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Created by IIT Kharagpur Staff Last updated Fri, 04-Mar-2022 English

Data Mining free videos and free material uploaded by Indian Institute of Technology, Kharagpur (IIT Kharagpur). This session contains about Data Mining Updated syllabus , Lecture notes , videos , MCQ , Privious Question papers and Toppers Training Provided Training of this course. If Material not uploaded check another subject

Syllabus / What will i learn?

Syllabus

Week 1:Introduction, Data Preprocessing
Week 2:Association Rule Mining, Classification Basics
Week 3:Decision Tree, Bayes Classifier, K nearest neighbor
Week 4:Support Vector Machine, Kernel Machine
Week 5:Clustering, Outlier detection
Week 6:Sequence mining
Week 7:Evaluation, Visualization.
Week 8:Case studies

Curriculum for this course

0 Lessons 00:00:00 Hours

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Description

Overview

Data mining is study of algorithms for finding patterns in large data sets. It is an integral part of modern industry, where data from its operations and customers are mined for gaining business insight. It is also important in modern scientific endeavors. Data mining is an interdisciplinary topic involving, databases, machine learning and algorithms. The course will cover the fundamentals of data mining. It will explain the basic algorithms like data preprocessing, association rules, classification, clustering, sequence mining and visualization. It will also explain implementations in open source software. Finally, case studies on industrial problems will be demonstrated.INTENDED AUDIENCE : Any engineering discipline and mathematics,Physics.PREREQUISITES :NilINDUSTRY SUPPORT : TCS,Infosys,CTS,Accenture