Undergraduate Certificate in Machine Learning Trees and Forests
-- ViewingNowThe Undergraduate Certificate in Machine Learning Trees and Forests is a comprehensive course that focuses on teaching algorithms and models based on decision trees and random forests. This certificate program is essential for learners seeking to gain expertise in machine learning, a highly sought-after skill in today's data-driven economy.
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โข Introduction to Machine Learning
โข Decision Trees: Theory and Algorithms
โข Overfitting and Pruning in Decision Trees
โข Ensemble Learning and Random Forests
โข Boosting Algorithms: AdaBoost and Gradient Boosting
โข Hyperparameter Tuning for Machine Learning Trees and Forests
โข Measuring Performance in Machine Learning Trees and Forests
โข Real-World Applications of Machine Learning Trees and Forests
โข Implementing Machine Learning Trees and Forests with Python
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