Certificate in ML Evaluation: Performance Enhancement
-- ViewingNowThe Certificate in ML Evaluation: Performance Enhancement is a comprehensive course designed to equip learners with the essential skills needed to excel in the rapidly growing field of machine learning. This program focuses on the evaluation and enhancement of machine learning models, a crucial aspect of AI development.
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โข Unit 1: Introduction to Machine Learning Evaluation
โข Unit 2: Performance Metrics for ML Models
โข Unit 3: Bias-Variance Tradeoff in ML
โข Unit 4: Regularization Techniques for ML Model Performance
โข Unit 5: Model Selection and Evaluation Strategies
โข Unit 6: Cross-Validation Techniques for ML Model Assessment
โข Unit 7: Hyperparameter Tuning for ML Model Optimization
โข Unit 8: Ensemble Methods for Improved ML Performance
โข Unit 9: Interpreting and Communicating ML Evaluation Results
โข Unit 10: Best Practices for Continuous ML Performance Enhancement
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