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Domain 3: Model Customization Techniques โ€‹

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Customization Techniques

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What is Zero-Shot prompting?

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No examples provided
Example: "Summarize this."
Works for common tasks.

1. Prompt Design (Zero/Few-Shot) โ€‹

  • Zero-shot: "Summarize this." (No examples)
  • Few-shot: Giving 3-5 examples of input/output to "show" the model what you want

2. Supervised Fine-Tuning (SFT) โ€‹

  • When to use: When you have 100+ high-quality examples of how the model should behave
  • Requirement: A dataset stored in Cloud Storage in JSONL format

3. Grounding โ€‹

  • Definition: Connecting the model to a verifiable source of truth
  • Sources: Google Search, BigQuery, or your own Document AI index

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