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LLM Evaluation Framework

genaiIntermediate365d access
₹149onwards

Define test cases, score LLM outputs on accuracy, faithfulness, and tone. Build a regression tracker that alerts you when a prompt change breaks a passing test.

  • Design a rigorous evaluation test suite with multiple scoring dimensions
  • Use an LLM-as-judge to automatically score other LLM outputs
  • Track performance across prompt versions and detect regressions
  • Calculate inter-rater agreement between automated and human evaluators
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Multi-Document RAG with Reranking

genaiIntermediate365d access
₹149onwards

Search across multiple document collections, rerank chunks by relevance using a cross-encoder, and generate a cited, structured answer from multiple sources.

  • Index and query documents from multiple distinct sources in a single vector store
  • Understand why initial vector search returns noisy results and why reranking helps
  • Integrate Cohere Rerank to score retrieved chunks by true relevance
  • Instruct an LLM to cite specific source documents in its generated answers
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Context Engineering Pipeline

genaiIntermediate365d access
₹149onwards

Build a RAG system that dynamically assembles context based on query type — metadata filters, recency weighting, source diversity rules, and dynamic prompt templates.

  • Build a rigorous evaluation framework with a fixed test set and baseline score
  • Add document metadata and use it to filter retrieved chunks before answer generation
  • Classify query intent and apply different prompt templates for each type
  • Measure the impact of each RAG improvement quantitatively against a baseline
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