Certificate in Decision Tree Fundamentals
-- ViewingNowThe Certificate in Decision Tree Fundamentals is a comprehensive course designed to provide learners with a solid understanding of decision tree theory and practical applications. This course highlights the importance of decision trees in data mining, machine learning, and artificial intelligence, making it increasingly relevant in today's technology-driven world.
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โข Introduction to Decision Trees
โข Decision Tree Terminology and Concepts
โข Building a Decision Tree
โข Tree Pruning and Overfitting
โข Classification and Regression Trees
โข Decision Tree Algorithms: ID3, C4.5, CART
โข Evaluation Metrics for Decision Trees
โข Decision Tree Ensembles: Bagging, Boosting, Random Forests
โข Real-world Applications of Decision Trees
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