Advanced Certificate in Decision Tree Optimization
-- ViewingNowThe Advanced Certificate in Decision Tree Optimization is a comprehensive course designed to enhance your data analysis skills. This certification focuses on the importance of decision trees, a crucial tool in machine learning and predictive analytics.
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โข Introduction to Decision Tree Optimization
โข Types of Decision Trees: Classification and Regression Trees
โข Measures of Quality: Information Gain, Gini Index, and Chi-Square
โข Pruning Techniques: Reduced Error Pruning and Cost Complexity Pruning
โข Advanced Algorithms: C4.5, CART, and Random Forest
โข Hyperparameter Tuning: Grid Search and Random Search
โข Ensemble Methods: Boosting and Bagging
โข Evaluation Metrics: Confusion Matrix, ROC Curve, and Precision-Recall Curve
โข Real-World Applications: Fraud Detection, Customer Segmentation, and Recommendation Systems
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