AI educator

Shreya Shankar

AI Evals for Engineers and PMs

Useful if you need to judge whether an AI feature is actually improving.

Start with: Review the course outcomes and pair it with a real feature you can evaluate.

Videos

Educator videos are listed first. Similar videos are labelled and included when they cover the same skills or adjacent topics.

LLM evaluation with W&B

AI evals with Phoenix

Promptfoo red teaming

Skills

Learner questions

Who should learn from Shreya Shankar?

Engineers, PMs, AI product teams should start here when they need evals, llm reliability, and product quality. The strongest fit is a learner who wants material in these formats: course, essays.

What should I do first?

Review the course outcomes and pair it with a real feature you can evaluate. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.

What problem does this help with?

Useful if you need to judge whether an AI feature is actually improving. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.

How do I compare this with other educators?

Compare the skill coverage, the starting recommendation, and the related videos. If you need evals, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.

Related resources

Resource	Kind	Level	Use when
LLM Evals Hamel Husain	Guide	Intermediate	Your AI app needs quality checks before users see it.
W&B LLM Evaluation Course Weights & Biases	Free course	Intermediate	You need to debug and measure LLM app quality.
Phoenix by Arize Arize AI	Open source tool and docs	Intermediate	You need to trace, inspect, and evaluate LLM app behavior.
Promptfoo Intro Promptfoo	Open source docs	Intermediate	You need regression tests for prompts, models, and LLM outputs.
AI Evals for Engineers & PMs Hamel Husain and Shreya Shankar	Cohort course	Intermediate	You are shipping AI features and need a serious evaluation workflow.
Hamel's AI evals guides Hamel Husain	Guides	Intermediate to advanced	Use this when you want Hamel Husain's material for evals and related AI skills.
AI Evals for Engineers and PMs Shreya Shankar	Course	Intermediate	Use this when you want Shreya Shankar's material for evals and related AI skills.
W&B Courses Weights & Biases	Free courses	Intermediate	Use this when you want Weights & Biases's material for llm apps and related AI skills.
Phoenix Arize AI	Docs	Intermediate	Use this when you want Arize AI's material for observability and related AI skills.
Langfuse Docs Langfuse	Docs	Intermediate	Use this when you want Langfuse's material for observability and related AI skills.