Phase 10 · NLP & Modern AI

Topics

Prompt Engineering for Data Tasks

Part of the Data Science Roadmap.

Summary

Writing clear, structured prompts to get an LLM to perform data tasks — labeling, summarizing, extracting structured information — often faster to set up than training a dedicated model.

How to Learn This

  • 1Use an LLM to label or summarize a small sample of unstructured text data.
  • 2Practice iterating on a prompt to improve consistency of the output format.
  • 3Learn where LLM-based labeling is reliable enough to use, and where it still needs human review.
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