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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⢠Introduction to ML Model Tuning: Overview, Importance, and Types
⢠Understanding Hyperparameters: Definition, Role, and Examples
⢠Grid Search: Concept, Implementation, and Best Practices
⢠Random Search: Techniques, Advantages, and Limitations
⢠Bayesian Optimization: Theory, Algorithms, and Applications
⢠Cross-Validation: Techniques, K-Fold, and Leave-P-Out
⢠Regularization Techniques: L1, L2, and Elastic Net
⢠Ensemble Methods: Bagging, Boosting, and Stacking
⢠Evaluation Metrics: Regression, Classification, and Model Selection
⢠Monitoring and Maintaining Tuned Models: Performance Tracking, Model Drift, and Retraining
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