Masterclass Certificate in Decision Tree Modeling & Analysis
-- ViewingNowThe Masterclass Certificate in Decision Tree Modeling & Analysis is a comprehensive course that equips learners with essential skills in predictive modeling and data analysis. This certification focuses on Decision Tree Modeling, a powerful technique used to solve complex business problems, and analyze large data sets for actionable insights.
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โข Introduction to Decision Tree Modeling & Analysis
โข Types of Decision Trees: Classification and Regression Trees
โข Data Preprocessing for Decision Tree Analysis
โข Building Decision Trees using Machine Learning Algorithms
โข Pruning Decision Trees: Cost Complexity and Reduced Error Pruning
โข Advanced Topics: Ensemble Methods (Random Forests, Boosting)
โข Evaluation Metrics for Decision Trees: Accuracy, Precision, Recall, F1-Score
โข Implementing Decision Trees using Python and R
โข Real-World Applications of Decision Tree Modeling
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