Masterclass Certificate in Decision Trees: Precision in Analysis
-- ViewingNowThe Masterclass Certificate in Decision Trees: Precision in Analysis is a comprehensive course that equips learners with the essential skills to make informed, data-driven decisions. This certificate program is crucial for professionals in various industries, including finance, healthcare, marketing, and technology.
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โข Introduction to Decision Trees · Understanding key terminologies, types of decision trees, and their applications. โข Data Preparation · Data cleaning, preprocessing, and feature selection techniques. โข Building Decision Trees · Algorithms, criteria for splitting, pruning, and handling missing values. โข Decision Trees with Python · Hands-on coding with popular libraries like scikit-learn, TensorFlow, and KNIME. โข Evaluation Metrics · Accuracy, precision, recall, F1 score, ROC curves, and lift charts. โข Advanced Decision Tree Techniques · Random Forest, Boosting, and Gradient Boosting. โข Decision Trees for Regression · Understanding the application of decision trees in predicting numerical values. โข Real-world Applications · Case studies and practical examples from various industries.
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