Advanced Certificate in Decision Trees & Machine Learning
-- ViewingNowThe Advanced Certificate in Decision Trees & Machine Learning is a comprehensive course designed to equip learners with essential skills in predictive modeling and data analysis. This course is crucial for professionals working with large data sets and making data-driven decisions.
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โข Decision Trees: Introduction and Theory
โข Types of Decision Trees: Classification and Regression Trees
โข Building Decision Trees: Algorithms and Techniques
โข Pruning Decision Trees: Overfitting and Cost Complexity Pruning
โข Ensemble Methods: Bagging, Boosting, and Random Forests
โข Machine Learning Overview: Supervised, Unsupervised, and Reinforcement Learning
โข Supervised Learning with Decision Trees: Applications and Case Studies
โข Evaluation Metrics: Confusion Matrix, ROC Curve, Precision, Recall, F1 Score
โข Advanced Topics: Gradient Boosting Decision Trees, XGBoost, and LightGBM
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