
Shreya Shankar
Researcher and product expert focused on AI evals and qualitative error analysis who co-teaches the top-rated evals course and has published research on validation and rubric drift. Specializes in open/axial coding, building evaluation workflows, and translating data into product improvements.
Best podcasts with Shreya Shankar
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1,375 snips
Sep 25, 2025 • 1h 47min
Why AI evals are the hottest new skill for product builders | Hamel Husain & Shreya Shankar (creators of the #1 eval course)
Hamel Husain, an AI product educator and consultant, and Shreya Shankar, a researcher and product expert, share their insights on AI evals. They explain why evals are essential for AI product builders, delve into error analysis techniques, and discuss the balance between code-based evaluations and LLM judges. Listeners will learn about practical tips for implementing evals with minimal time investment and common pitfalls to avoid. The duo also highlights the importance of systematic measurement in enhancing AI product effectiveness.

117 snips
Jul 11, 2025 • 1h 35min
The PM’s Role in AI Evals: Step-by-Step
Join Hamel Husain and Shreya Shankar, AI experts who’ve shaped the best AI Evals cohort, as they dive into the essentials of AI evaluations for Product Managers. They unveil why these evaluations are crucial for successful AI product development, highlighting common pitfalls to avoid. Discover the concept of 'hill climbing' for enhancing AI performance, and learn how improper reliance on subjective measures can lead to pitfalls like the hallucination problem in AI. Their insights provide a valuable blueprint for mastering AI evaluations.