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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⢠Unit 1: Introduction to Machine Learning Evaluation
⢠Unit 2: Performance Metrics for ML Models
⢠Unit 3: Bias-Variance Tradeoff in ML
⢠Unit 4: Regularization Techniques for ML Model Performance
⢠Unit 5: Model Selection and Evaluation Strategies
⢠Unit 6: Cross-Validation Techniques for ML Model Assessment
⢠Unit 7: Hyperparameter Tuning for ML Model Optimization
⢠Unit 8: Ensemble Methods for Improved ML Performance
⢠Unit 9: Interpreting and Communicating ML Evaluation Results
⢠Unit 10: Best Practices for Continuous ML Performance Enhancement
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