Professional Certificate in AI Models: Smart Evaluation
-- ViewingNowThe Professional Certificate in AI Models: Smart Evaluation is a comprehensive course designed to equip learners with the essential skills needed to evaluate and optimize AI models in the modern workforce. This certificate program emphasizes the importance of model evaluation, providing a solid understanding of various evaluation metrics, bias and fairness in AI models, and model selection techniques.
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โข Unit 1: Introduction to AI Models Evaluation
โข Unit 2: Evaluation Metrics for Classification Models
โข Unit 3: Evaluation Metrics for Regression Models
โข Unit 4: Performance Measures for Natural Language Processing (NLP) Models
โข Unit 5: Cross-validation Techniques for AI Model Evaluation
โข Unit 6: Bias-Variance Tradeoff in AI Model Evaluation
โข Unit 7: Model Selection and Hyperparameter Tuning
โข Unit 8: Evaluation of Deep Learning Models
โข Unit 9: Explainability and Interpretability in AI Models Evaluation
โข Unit 10: Best Practices and Pitfalls in AI Models Evaluation
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