ragasOpenAI LLMHaystack/LangChain (for RAG pipeline)intermediate30 min
Ragas + RAG quality metrics
Automated, LLM-based evaluation of RAG pipelines for production monitoring and optimization.
Prerequisites
- →Python
- →pip install ragas
- →OpenAI API key (or compatible LLM)
- →test dataset with questions/answers/contexts/ground truths (can use Ragas testset generator).
Further reading