LLM Evaluation

Currently Playing: Introduction to LLM Evaluations – Model Evals vs Application Evals | CampusX

This lecture explains what LLM Evaluations (LLM Evals) are, why they are different from traditional software testing, and how they help measure the quality of LLMs and LLM-powered applications. The session introduces the concepts of systematic evaluation, evaluation criteria, model evaluations, application evaluations, benchmarks, and the role of AI engineers in evaluating real-world AI systems. This lecture was taken live for insiders, join here: https://youtu.be/j_G30FLmCcw 📱 Grow with us: CampusX' LinkedIn: https://www.linkedin.com/company/campusx-official CampusX on Instagram for daily tips: https://www.instagram.com/campusx.official My LinkedIn: https://www.linkedin.com/in/nitish-singh-03412789 Discord: https://discord.gg/PsWu8R87Z8 (@suf for queries) E-mail us at support@campusx.in Chapters 00:00 - What are LLM Evaluations? 05:34 - LLM Evals vs Metrics 08:37 - Types of LLM Evaluations 10:33 - Understanding Model Evaluations 15:14 - How AI Engineers Use Model Benchmarks 17:46 - Introduction to Application Evaluations 20:02 - Smartphone Analogy: Models vs Applications 21:45 - What Should We Evaluate in AI Applications? 23:30 - Model Evals vs Application Evals: Recap 24:02 - What’s Coming Next? Application Evaluation Frameworks