Advanced Certificate in Decision Trees for Modern Design
-- ViewingNowThe Advanced Certificate in Decision Trees for Modern Design is a comprehensive course that focuses on the application of decision trees in modern design. This program is essential for professionals who want to enhance their analytical and problem-solving skills in various industries, such as finance, healthcare, and technology.
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โข Introduction to Decision Trees
โข Types of Decision Trees: Classification and Regression Trees
โข Decision Tree Algorithms: ID3, C4.5, CART, and CHAID
โข Building Decision Trees: Data Preparation and Preprocessing
โข Pruning Decision Trees: Cost Complexity Pruning and Reduced Error Pruning
โข Ensemble Learning with Decision Trees: Bagging, Boosting, and Random Forests
โข Advanced Topics: Decision Trees for Time Series Analysis and Natural Language Processing
โข Evaluation Metrics for Decision Trees: Accuracy, Precision, Recall, F1 Score, and ROC Curve
โข Implementing Decision Trees using Python and R libraries
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