Large Data Notes Guides • Benchmarks • Templates

Tools

Reusable checklists and templates for large-scale data mining. Tools focus on reviews, validation, safe format changes, and quick checks for automation and LLM systems.

All Checklists Validation Workflow Formats
Pipeline review checklist (free)

A quick review list to catch memory growth, unstable types, and slow steps before the pipeline runs for hours.

checklist workflow
Sampling validation checklist (free)

A small set of checks to confirm the sample still behaves like the full data: distributions, variance, and stability.

validation checklist
CSV → Parquet conversion plan

A short plan to convert safely: schema decision, chunk strategy, and verification steps to avoid silent corruption.

formats workflow
RAG evaluation checklist (free)

A quick test list for retrieval + answer systems (RAG): sources, retrieval quality, grounding, safety rules, and cost limits.

checklistllmevaluation
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