Certificate in Analytical Performance Evaluation
-- ViewingNowThe Certificate in Analytical Performance Evaluation is a comprehensive course designed to equip learners with the essential skills necessary for success in the data-driven business landscape. This program emphasizes the importance of data analysis and how it can be used to improve organizational performance, enabling professionals to make informed, strategic decisions.
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โข Performance Metrics: Introduction to key performance metrics, including accuracy, precision, recall, F1 score, and ROC curve.
โข Data Analysis: Techniques for data exploration, cleaning, and preprocessing for performance evaluation.
โข Statistical Testing: Hypothesis testing, ANOVA, t-tests, and non-parametric tests for comparing performance between models.
โข Cross-Validation: K-fold and stratified K-fold cross-validation for estimating model performance.
โข Bias-Variance Tradeoff: Understanding the relationship between model complexity and performance.
โข Model Selection: Methods for selecting the best model based on performance evaluation.
โข Overfitting and Underfitting: Identifying and addressing model overfitting and underfitting.
โข Performance Dashboard: Creating a visual dashboard for monitoring and reporting model performance.
โข Ethics in Performance Evaluation: Considerations for ethical and unbiased performance evaluation.
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