Professional Certificate in Decision Trees in AI
-- ViewingNowThe Professional Certificate in Decision Trees in AI is a comprehensive course that focuses on teaching learners about decision trees, a powerful and widely-used tool in AI and machine learning. This program emphasizes the importance of decision trees in problem-solving, prediction, and making informed decisions in various industries.
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โข Introduction to Decision Trees in AI
โข Types of Decision Trees: Classification and Regression Trees
โข Advantages and Limitations of Decision Trees
โข Building Decision Trees: Data Preparation and Algorithms
โข Pruning Decision Trees: Overfitting and Underfitting
โข Ensemble Methods: Boosting and Bagging Decision Trees
โข Implementing Decision Trees in Python (using scikit-learn library)
โข Real-world Applications of Decision Trees
โข Evaluation Metrics for Decision Trees: Accuracy, Precision, Recall, F1 Score, ROC Curve
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