Certificate in AI Metrics for Strategic Optimization
-- ViewingNowThe Certificate in AI Metrics for Strategic Optimization is a comprehensive course designed to empower professionals with the essential skills to leverage AI metrics for strategic decision-making. This course is critical for individuals seeking to advance their careers in AI, data science, or business analytics, where the ability to extract insights from complex data is highly valued.
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⢠Introduction to AI Metrics: Understanding Key Terminologies and Concepts
⢠Performance Metrics in AI: Accuracy, Precision, Recall, F1 Score, ROC Curve, AUC
⢠Evaluating AI Models: Split Sampling, Cross-Validation, Bootstrapping
⢠Business Impact Metrics: Return on Investment (ROI), Total Cost of Ownership (TCO), Payback Period
⢠Ethical Metrics in AI: Bias, Fairness, Explainability, Transparency
⢠Optimizing AI Strategies: Model Selection, Hyperparameter Tuning, Model Validation
⢠Monitoring and Maintaining AI Systems: Performance Monitoring, Model Drift, Model Retraining
⢠AI Metrics for Decision Making: Cost-Benefit Analysis, Risk Assessment, What-If Analysis
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