Advanced Certificate in Analytical Decision Trees: Mastery Achieved
-- ViewingNowThe Advanced Certificate in Analytical Decision Trees: Mastery Achieved is a comprehensive course designed to empower learners with the essential skills required to excel in data analysis and decision-making. This certificate program focuses on the principles and applications of decision trees, a widely used tool in predictive modeling and machine learning.
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โข Unit 1: Introduction to Analytical Decision Trees
โข Unit 2: Decision Tree Theory and Algorithms
โข Unit 3: Data Preprocessing for Decision Trees
โข Unit 4: Building Decision Trees in Python
โข Unit 5: Advanced Pruning Techniques in Decision Trees
โข Unit 6: Ensemble Methods: Random Forest and Boosting
โข Unit 7: Optimizing Decision Trees with Hyperparameter Tuning
โข Unit 8: Evaluating Decision Tree Performance with Metrics
โข Unit 9: Real-World Applications of Decision Trees
โข Unit 10: Trends and Future Developments in Decision Trees
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