Free Resources for AI Application Testing

By Lilia Urmazova September 16, 2026

This page will soon feature a curated list of free learning resources on testing AI applications – ranging from Traditional QA using AI and AI QA Engineering to ML Evaluation and ML Engineering.

Lilia Urmazova

• 2001–2024 — QA Engineer (Manual QA, Automation QA & Lead, QA Manager) across numerous international projects.
• 2024–Present — ML Evaluation Engineer & AI QA Engineer; currently Senior Staff ML Evaluation Engineer at a major international tech company (project under NDA).
• Additionally, 2004–Present — Mentor: helping hundreds of mentees secure offers in tech.
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