YoVDO

Data Mining

Offered By: Indian Institute of Technology, Kharagpur via Swayam

Tags

Data Mining Courses Algorithms and Data Structures Courses Algorithms Courses Classification Courses Clustering Courses Pattern Recognition Courses Data Preprocessing Courses

Course 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

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

Taught by

Pabitra Mitra

Tags

Related Courses

Genomic Data Science and Clustering (Bioinformatics V)
University of California, San Diego via Coursera
用Python玩转数据 Data Processing Using Python
Nanjing University via Coursera
Data Mining Project
University of Illinois at Urbana-Champaign via Coursera
Advanced Business Analytics Capstone
University of Colorado Boulder via Coursera
Data Mining: Theories and Algorithms for Tackling Big Data | 数据挖掘:理论与算法
Tsinghua University via edX