Executive Development Programme in Decision Trees for Strategic Advantage
-- ViewingNowThe Executive Development Programme in Decision Trees for Strategic Advantage is a certificate course designed to enhance strategic decision-making skills using Decision Tree analysis. This program is crucial in today's data-driven world, where businesses are seeking professionals who can leverage data for strategic advantage.
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โข Introduction to Decision Trees
โข Data Preprocessing for Decision Trees
โข Types of Decision Trees: Classification and Regression
โข Key Concepts: Entropy, Information Gain, and Gini Impurity
โข Building Decision Trees with Python and R
โข Decision Trees for Business Strategy: Case Studies
โข Advanced Topics: Pruning, Overfitting, and Ensemble Methods (Random Forests and Boosting)
โข Evaluation Metrics for Decision Trees: Accuracy, Precision, Recall, F1 Score, ROC Curve
โข Real-world Applications: Marketing, Finance, Healthcare, Operations, and Supply Chain Management
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