Masterclass Certificate in AI Solutions: Efficient Evaluation
-- ViewingNowThe Masterclass Certificate in AI Solutions: Efficient Evaluation is a comprehensive course designed to equip learners with essential skills for career advancement in the AI industry. This course focuses on the importance of evaluating AI models, a critical aspect of AI development that ensures the creation of accurate, reliable, and efficient AI solutions.
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โข Unit 1: Introduction to AI Evaluation Metrics
โข Unit 2: Performance Measures for Classification Models
โข Unit 3: Evaluating Regression Models
โข Unit 4: ROC Curves and AUC Metric
โข Unit 5: Precision, Recall, and F1 Score
โข Unit 6: Confusion Matrix and Error Analysis
โข Unit 7: Cross-Validation Techniques
โข Unit 8: Bias-Variance Tradeoff in AI Evaluation
โข Unit 9: Evaluation Metrics for Deep Learning Models
โข Unit 10: Real-world Considerations in AI Evaluation
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