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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⢠Introduction to Decision Trees
⢠Types of Decision Trees: Classification and Regression Trees
⢠Building a Decision Tree: Data Preparation and Feature Selection
⢠Decision Tree Algorithms: ID3, C4.5, CART, and CHAID
⢠Implementing Decision Trees in Python and R
⢠Overfitting and Pruning in Decision Trees
⢠Evaluating Decision Tree Performance: Accuracy, Precision, Recall, and F1 Score
⢠Ensemble Methods with Decision Trees: Bagging, Boosting, and Random Forest
⢠Real-World Applications of Decision Trees in Business Decisions
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