Professional Certificate in Model Performance Metrics
-- ViewingNowThe Professional Certificate in Model Performance Metrics is a crucial course for data professionals seeking to evaluate and improve their machine learning models. This program covers key evaluation metrics, enabling learners to make informed decisions when comparing and selecting models for specific tasks.
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⢠Understanding Model Performance Metrics
⢠Accuracy Metric: A Closer Look
⢠Precision and Recall: Importance and Calculation
⢠F1 Score: Combining Precision and Recall
⢠ROC Curve and AUC: Measuring Classification Model Quality
⢠Log Loss: Evaluating Probabilistic Predictions
⢠Mean Absolute Error (MAE) and Mean Squared Error (MSE)
⢠Cohen's Kappa: Accounting for Chance Agreement
⢠Model Performance Metrics Best Practices
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