Undergraduate Certificate in Feature Selection in Machine Learning
-- ViewingNowThe Undergraduate Certificate in Feature Selection in Machine Learning is a comprehensive course that equips learners with fundamental skills in feature selection, a critical aspect of machine learning. This certificate program emphasizes the importance of identifying and selecting relevant features to enhance predictive model performance, reduce overfitting, and improve interpretability.
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โข Introduction to Feature Selection in Machine Learning
โข Types of Feature Selection Techniques
โข Filter Methods in Feature Selection
โข Wrapper Methods in Feature Selection
โข Embedded Methods in Feature Selection
โข Feature Selection using Principal Component Analysis (PCA)
โข Feature Selection using Recursive Feature Elimination (RFE)
โข Feature Selection using Regularization Techniques
โข Performance Evaluation of Feature Selection Techniques
โข Real-world Applications of Feature Selection in Machine Learning
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