[AIF-C01] - AWS Certified AI Practitioner (AIF-C01) - Full Course - AIF-C01 Module 1.13 - ML Model Evaluation

ML Model Evaluation | AWS Certified AI Practitioner Bootcamp Boot-camp Playlist - https://www.youtube.com/playlist?list=PL7Jj8Ba9Yr6BLf2lS4Nfa2jdl0KpdvqYC Welcome to the ultimate AWS Certified AI Practitioner (AIF-C01) Bootcamp — your complete guide to mastering AI and ML fundamentals on AWS. Are you preparing for the AWS Certified AI Practitioner exam or just starting out in Machine Learning? In this video, we break down essential model evaluation metrics and when not to use ML — with beginner-friendly examples and AWS-relevant tips. 📌 What you'll learn: ✅ Binary Classification ✅ Confusion Metric ✅ Performance Metrics ✅ Accuracy ✅ Precision ✅ Recall ✅ F1-Score ✅ AUC-ROC Curve ✅ Regression Metrics ✅ Mean Absolute Error (MAE) ✅ Mean Absolute Percentage Error (MAPE) ✅ Root Mean Squared Error (RMSE) ✅ R-Squared (R2) ✅ Business Metrics ✅ User Satisfaction ✅ Average Revenue Per user (ARPU) ✅ Conversion Rate ✅ Cross-Domain Performance ✅ Efficiency ✅ Machine Learning Anti Pattern Whether you're preparing for the AWS Certified AI Practitioner exam or want to stay ahead in the world of AI on AWS, this module is packed with practical knowledge and hands-on demos. 💡 No infrastructure, no ML ops — just powerful AI agents, ready to deploy. 👉 Subscribe and hit the bell to stay updated on all modules in this bootcamp series! __________ About CloudExpert Solutions____________________ Follow us in Social Media:- LinkedIN - https://www.linkedin.com/company/cloudexpert-solution/ Twitter/X - @cloudexper36858 Content Creation and Planning: Radhika (Solution Architect, Microsoft) LinkedIn - https://www.linkedin.com/in/radhika-g-1a498b228/ Instructor - Pallab (Solution Architect, Amazon Web Services) Post-production : Suparna LinkedIn - https://www.linkedin.com/in/suparna-chatterjee-7006b6292/ We formed CloudExpert Solution with a vison to help everyone, learning new technologies without paying a course fee or subscription. As of today, our team can cover AWS, Azure and GCP Cloud topics. If you want to learn any new topics, please let us know. We will create video courses for your topic. Thank you. #aws #cloudpractitioner #awsbootcamp #awsglobalinfrastructure #cloudcomputingcertification #aipractitioner #aicertification #awsdemo