6 min readDevelopmentFeatured
Ragas, DeepEval, and TruLens Compared
Compare Ragas, DeepEval, and TruLens for RAG evaluation. See how metric frameworks differ to help ML engineers select the best tool.
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Read 3 articles on Metrics by Ashish Srivastava — practical guides covering implementation patterns, security, and production lessons.
3 posts
6 min readDevelopmentFeatured
Task-Specific Metrics for RAG, Agents, and Extraction
A practical look at faithfulness, groundedness, trajectory metrics, extraction accuracy, and task metrics for evaluating RAG, agents, and extraction systems.
Part 4 · LLM Evaluation Engineering
6 min readDevelopmentFeatured
Measuring Retrieval Quality: Recall@k, nDCG, and MRR
Explore the core metrics for retrieval system evaluation: Recall@k, nDCG, and MRR. Understand their calculations, use cases, and impact on ranking quality.
Part 6 · Retrieval Engineering