Foundations of Data Mining and Automated Decision Techniques:

Over view of Decision Techniques:

  • Classification
  • Clustering
  • Sequential Classification
  • Association Rule Mining (and Affinity grouping)
  • Sequence Discovery
  • Time Series Analysis (Prediction) 

Map technique to Business Scenarios

Map technique to cases and examples

Popular Algorithms used

 

Decision Techniques detailed out with Algorithms:

  • Classification
    • Rule Induction Methods
    • Decision Trees
    • Neural Networks
    • Naive Bayesian Classifier
  • Clustering
    • Hierarchial Clustering
  • K-Means
    • Sequential Classification
    • Association Rule Mining
    • Sequence Discovery

Hands On Cases:

        Classification Case

        Clustering Case

        Association Rule Mining Case

        Sequence Discovery Case