Certificate in ML Model Tuning for Experts
-- ViewingNowThe Certificate in ML Model Tuning for Experts is a comprehensive course designed for professionals seeking to enhance their skills in machine learning model optimization. This course emphasizes the importance of model tuning for improved accuracy, reliability, and performance in machine learning applications.
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โข Introduction to ML Model Tuning: Overview, Importance, and Types
โข Understanding Hyperparameters: Definition, Role, and Examples
โข Grid Search: Concept, Implementation, and Best Practices
โข Random Search: Techniques, Advantages, and Limitations
โข Bayesian Optimization: Theory, Algorithms, and Applications
โข Cross-Validation: Techniques, K-Fold, and Leave-P-Out
โข Regularization Techniques: L1, L2, and Elastic Net
โข Ensemble Methods: Bagging, Boosting, and Stacking
โข Evaluation Metrics: Regression, Classification, and Model Selection
โข Monitoring and Maintaining Tuned Models: Performance Tracking, Model Drift, and Retraining
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