Free Lesson

The Analytics Mindset Behind Effective AI Evals

Part of AI Analytics for Builders

30 min
Jun 24, 2026 3:00 PM
Virtual (Zoom)

In this video

What you'll learn

Reframe AI evals as an applied data problem

Define behaviors, risks, and decisions instead of just chasing scores.

Use data science thinking to design better evals

Apply analytical skills and build more practical evaluations.

Connect offline evals to real-world product learning

Understand how evals and analytics work together to improve AI systems over time.

Why this topic matters

AI evals can feel like a brand-new discipline, but many of the core skills already exist in data science. Learning how to transfer those skills helps you move beyond surface-level scores and build evals that better reflect product goals, model behavior, and real-world performance.

You'll learn from

Stella Liu

Stella Liu

Head of Applied Scientist, AI Evals

Previously at

Shopify.com
Carvana
Harvard University
UT Austin
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