Professional Certificate in AI and Performance Measurement Strategies
-- ViewingNowThe Professional Certificate in AI and Performance Measurement Strategies is a crucial course designed to equip learners with essential skills in artificial intelligence (AI) application for performance measurement. This program meets the growing industry demand for professionals who can leverage AI to drive data-driven decision-making and improve overall organizational efficiency.
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โข Introduction to AI & Performance Measurement Strategies
โข Types of Artificial Intelligence: Supervised, Unsupervised, and Reinforcement Learning
โข AI Algorithms and Models: Neural Networks, Decision Trees, and Support Vector Machines
โข Data Preparation for AI: Data Collection, Cleaning, and Feature Engineering
โข AI Implementation: Tools, Libraries, and Frameworks
โข Performance Metrics for AI: Accuracy, Precision, Recall, F1 Score, ROC Curve, and AUC
โข Evaluation Strategies: Cross-Validation, Train-Test Split, and Bootstrapping
โข Optimization Techniques: Grid Search, Random Search, and Bayesian Optimization
โข Ethics and Bias in AI: Algorithmic Fairness, Accountability, and Transparency
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