Certificate in Next-Gen AI Performance Metrics
-- ViewingNowThe Certificate in Next-Gen AI Performance Metrics course is a comprehensive program designed to equip learners with the essential skills needed to excel in the AI industry. This course focuses on the importance of AI performance metrics, providing a deep understanding of how to evaluate AI systems effectively.
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โข Unit 1: Introduction to Next-Gen AI Performance Metrics
โข Unit 2: Understanding Key Performance Indicators (KPIs) in AI
โข Unit 3: Data Accuracy and Precision Metrics in AI
โข Unit 4: Recall, F1 Score, and ROC Curve Analysis
โข Unit 5: Mean Average Precision (MAP) and Interpolated Average Precision (IAP)
โข Unit 6: Mean Per-Class Accuracy (MPCA) and Hamming Loss
โข Unit 7: Examining Machine Learning Model Evaluation Metrics
โข Unit 8: Evaluating Deep Learning Models Using Performance Metrics
โข Unit 9: Bias-Variance Tradeoff and Overfitting Prevention Techniques
โข Unit 10: Best Practices in Monitoring and Optimizing AI Performance Metrics
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