Classification and Clustering

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Introduction to basic algorithms on classification and clustering.
Supervised Learning - Decision Tree, Linear Regression – Gradient Descent, Neural Network – Backpropagation Algorithm, Cross-Validation
Clustering - K-means, K-medoid, Hiearchical Clustering, Soft clustering, Cluster Validation Index
IUI Case Studies