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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⢠Introduction to Decision Trees
⢠Decision Tree Terminology and Concepts
⢠Building a Decision Tree
⢠Tree Pruning and Overfitting
⢠Classification and Regression Trees
⢠Decision Tree Algorithms: ID3, C4.5, CART
⢠Evaluation Metrics for Decision Trees
⢠Decision Tree Ensembles: Bagging, Boosting, Random Forests
⢠Real-world Applications of Decision Trees
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