Masterclass Certificate in Decision Trees for Optimization
-- ViewingNowThe Masterclass Certificate in Decision Trees for Optimization is a comprehensive course that empowers learners with essential skills for data-driven decision-making. This certification focuses on the application of decision trees, a powerful statistical tool used to optimize outcomes and solve complex problems in various industries.
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โข Introduction to Decision Trees for Optimization
โข Types of Decision Trees: Classification and Regression Trees
โข Building Decision Trees: Data Preparation and Feature Selection
โข Decision Tree Algorithms: ID3, C4.5, and CART
โข Overfitting and Pruning in Decision Trees
โข Ensemble Methods: Bagging, Boosting, and Random Forest
โข Advanced Topics: Cost-Sensitive Learning, Multi-Output Decision Trees, and Oblique Trees
โข Implementing Decision Trees in Python and R
โข Real-World Applications of Decision Trees for Optimization
โข Final Project: Building and Evaluating Decision Trees for Optimization
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