Evals for AI Engineers
Shreya Shankar, Hamel Husain
Evals for AI Engineers
by Shreya Shankar, Hamel Husain
- Year
- 2026
- Language
- eng
- Format
- EPUB & PDF
Description
The gap between a demo and production-grade AI is evaluation. Evals for AI Engineers by Shreya Shankar and Hamel Husain provides the rigorous framework you need to measure model performance beyond simple benchmarks. You will learn to build custom evaluation datasets, design robust scoring metrics, and identify where your system fails before it reaches users. Stop guessing and start measuring with the practical tools and methodologies used by top AI teams to validate LLM outputs.\n\nThis guide is essential reading for machine learning engineers, AI researchers, and anyone building LLM-powered applications who wants to move past toy demos and deploy reliable systems. You will learn how to design automated evaluation pipelines, create golden test sets, and debug model failures with precision. Whether you are building a RAG system, a chatbot, or a code generation tool, this book gives you the evaluation framework to ship with confidence.
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