Masterclass Certificate in Decision Trees: Smart Analytics
-- ViewingNowThe Masterclass Certificate in Decision Trees: Smart Analytics is a comprehensive course that equips learners with essential skills in data analysis and decision-making. This course is vital for professionals working in data science, business intelligence, and machine learning, where decision trees are widely used for predictive modeling.
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โข Introduction to Decision Trees
โข Data Preprocessing for Decision Trees
โข Decision Tree Algorithms: ID3, C4.5, CART
โข Advantages and Limitations of Decision Trees
โข Decision Tree Ensembles: Bagging, Boosting, Random Forest
โข Overfitting and Pruning in Decision Trees
โข Implementing Decision Trees in Python and R
โข Real-World Applications of Decision Trees
โข Evaluation Metrics for Decision Trees
โข Mastering Decision Trees: Best Practices and Tips
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