Certificate in Decision Tree Interpretation
-- ViewingNowThe Certificate in Decision Tree Interpretation is a comprehensive course designed to enhance your data analysis skills. This program focuses on teaching you how to interpret and create decision trees, a powerful tool for making informed decisions in various industries.
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โข Introduction to Decision Trees
โข Data Preprocessing for Decision Trees
โข Decision Tree Algorithm and Structure
โข Decision Tree Visualization and Interpretation
โข Measure of Impurity: Gini Index and Information Gain
โข Tree Pruning and Overfitting Prevention
โข Decision Tree Implementation in Python (using scikit-learn)
โข Advanced Topics: Random Forest and Gradient Boosting Machines
โข Real-world Applications and Case Studies of Decision Trees
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