LLM Evaluation Platform

Headstarter AI Residency Project 9

Project credit: Nabeel Farooqui

Project Requirements

• Create an full stack web app with an interface for inputting prompts and viewing responses from multiple LLMs side-by-side

• Integrate metrics such as accuracy, relevancy, and response time for each LLM

• Store user prompts and experiment results in a database

• Implement an analytics dashboard for visualizing performance metrics for different prompts and LLMs

Resources

• LLM Evaluation: Metrics, frameworks, and best practices

• LLM Evaluation Metrics: The Ultimate LLM Evaluation Guide

• LLM Evaluation: Everything You Need To Run, Benchmark LLM Evals

• How to Evaluate LLM Performance for Domain-Specific Use Cases

• Can Large Language Models Be an Alternative to Human Evaluation?

• Ship LLM products that work

• AI Observability and Evaluation Platform

• Your AI product needs evals