Syllabus
Course Code: BA-404 Course Name: Specialisation- H: BUSINESS ANALYTICS - Predictive Analysis for Business Decision |
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MODULE NO / UNIT | COURSE SYLLABUS CONTENTS OF MODULE | NOTES |
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1 | - Decision Trees - Cultivating Decision Trees Optimizing the Complexity of Decision Trees - Interpreting Decision Trees - Logistic Regression. Simple and Multiple Logistic Regression - Selecting Regression Inputs Optimizing.
Regression Complexity - Interpreting Regression Models - Transforming Inputs - Categorical Inputs Treatment - Categorical Input Consolidation Data Reduction/Selection Strategy - Introduction to Machine Learning Algorithms - Model Assessment - Model Fit Statistics - Statistical Graphics for Comparing and Assessing Models Implementing Predictive Models-Ensemble Models-Clustering and Segmentation Analysis K-Means Clustering-Profiling and Interpreting Clusters. |