QA Breakfast Valencia

Join for a QA Breakfast!

QA Breakfast – a casual morning chat over breakfast, where we discuss all things QA-related in a relaxed and friendly atmosphere.This time, we'll dive into ML Functional Performance Metrics: Evaluating AI Models in QA, presented by Ilia Reutov.

Ilia is a Product Manager with 5+ years of experience and an AI enthusiast. He leverages AI across various projects to streamline workflows and improve operational efficiency for companies. His focus since 2022 has been on implementing practical generative AI solutions that create smarter tools and unlock new business capabilities.

We will discuss:

• Why objective metrics are crucial for evaluating AI/ML model quality in QA
• Understanding the Confusion Matrix as a tool to analyze model errors
• Key classification metrics: Accuracy, Precision, Recall, and F1-Score – what they mean, when to use them, and potential pitfalls
• The importance of selecting metrics aligned with specific business goals and error costs
• Beyond basic metrics: Fairness, robustness, and explainability in modern AI systems

Feel free to come and share your experience, thoughts, just participate in discussion.

Also on agenda:

☕ Hot meal to start off your morning

✌️ Open discussion on presented topic and other

👥 Friendly networking

📍 Meet in the office RingCentral, April 16, at 9:30 AM.

Language: Eng

Join us and start your day with great food, insightful discussions, and a friendly QA community! 🚀