Masterclass Certificate in Decision Trees for Business Decisions
-- ViewingNowThe Masterclass Certificate in Decision Trees for Business Decisions is a comprehensive course that equips learners with essential skills to make informed business decisions using decision tree models. This program is critical for professionals in data analysis, business intelligence, and management, as it provides a structured and systematic approach to decision-making.
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โข Introduction to Decision Trees
โข Types of Decision Trees: Classification and Regression Trees
โข Building a Decision Tree: Data Preparation and Feature Selection
โข Decision Tree Algorithms: ID3, C4.5, CART, and CHAID
โข Implementing Decision Trees in Python and R
โข Overfitting and Pruning in Decision Trees
โข Evaluating Decision Tree Performance: Accuracy, Precision, Recall, and F1 Score
โข Ensemble Methods with Decision Trees: Bagging, Boosting, and Random Forest
โข Real-World Applications of Decision Trees in Business Decisions
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