| 📅 Today’s Picks |
itertools.combinations() for Feature Interactions
Problem:
Writing nested loops for all feature pair combinations gets messy with more features and easily introduces bugs.
Solution:
itertools.combinations() automatically generates all unique pairs without the complexity and bugs.
Full Article:
Production-Ready RAG Evaluation Workflow
Problem:
Many teams deploy RAG systems without systematic evaluation, missing critical quality issues that only become visible with real users.
Solution:
MLflow evaluation framework validates RAG systems through systematic checks:
- Faithfulness metrics – Ensures answers align with retrieved documents
- Answer relevancy scoring – Matches responses to user queries
- Context recall – Verifies all relevant information was retrieved from documents
Full Article:
