Professional Certificate in Model Metrics and AI
-- ViewingNowThe Professional Certificate in Model Metrics and AI is a comprehensive course designed to equip learners with essential skills in AI model metrics. This program emphasizes the significance of model evaluation, interpretation, and reporting in AI development.
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โข Unit 1: Introduction to Model Metrics and AI
โข Unit 2: Data Preprocessing for Model Metrics
โข Unit 3: Understanding Model Accuracy & Precision
โข Unit 4: Recall, F1 Score, and ROC Curve Analysis
โข Unit 5: Regression Metrics: MSE, RMSE, and R-squared
โข Unit 6: Overfitting and Underfitting: Solutions with Model Metrics
โข Unit 7: Cross-validation Techniques for Model Evaluation
โข Unit 8: Bias-Variance Tradeoff and its Impact on Model Metrics
โข Unit 9: Performance Optimization using Hyperparameter Tuning
โข Unit 10: Interpreting Model Metrics for Business Insights
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