Advanced Certificate in Decision Trees for Analytics
-- ViewingNowThe Advanced Certificate in Decision Trees for Analytics is a comprehensive course designed to equip learners with essential skills in predictive modeling and data analysis. This certification focuses on decision trees, a powerful and widely-used tool in predictive analytics, enabling data professionals to make informed and accurate decisions.
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โข Decision Trees: Introduction and Fundamentals
โข Data Preprocessing for Decision Trees
โข Building Decision Trees in Python/R
โข Advanced Tree-Based Models: Random Forests and Gradient Boosting
โข Pruning Decision Trees and Cost Complexity Pruning
โข Handling Overfitting in Decision Trees
โข Evaluation Metrics for Decision Trees
โข Real-World Applications and Case Studies of Decision Trees
โข Decision Trees in Big Data Analytics
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