Global Certificate in Decision Trees for Impact
-- ViewingNowThe Global Certificate in Decision Trees for Impact is a comprehensive course that focuses on mastering decision trees, a powerful and widely-used data mining technique. This certification is essential for professionals working in data analysis, machine learning, and artificial intelligence.
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โข Introduction to Decision Trees
โข Data Preprocessing for Decision Trees
โข Building Decision Trees in Python (using scikit-learn, etc.)
โข Decision Trees for Regression and Classification
โข Pruning Decision Trees
โข Ensemble Methods: Random Forests and Boosting
โข Advanced Topics: Gradient Tree Boosting, XGBoost, LightGBM
โข Evaluation Metrics for Decision Trees
โข Real-world Applications of Decision Trees
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