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Course - Data Mining NPTEL

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.

Data Mining by Pabitra Mitra, CSE, IIT Kharagpur

Syllabus​

  1. Introduction, Data Preprocessing

    • Introduction - Knowledge Discovery Process

    • Data Preprocessing

    • Association Rules

    • Apriori Algorithm

  2. Association Rule Mining, Classification Basics

  3. Decision Tree, Bayes Classifier, K nearest neighbor

  4. Support Vector Machine, Kernel Machine

  5. Clustering, Outlier detection

  6. Sequence mining

  7. Evaluation, Visualization.

  8. Regression Case studies

https://onlinecourses.nptel.ac.in/noc19_cs15/course