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This PR addresses #227 by normalizing the structure of the "Reproducible ML with Cloud Pods" tutorial:

  • Added ## Introduction heading around the existing overview paragraphs (no content changes).
  • Inserted ## Testing the Application section after "Deploying the Lambda functions" (before "Creating a Cloud Pod"), including:
    • Reproducible invocation commands.
    • Expected outputs/logs for training/inference (e.g., sample predictions, ~96.9% accuracy on digits dataset).
    • Validation steps for Pod restore to confirm reproducibility.

No other content was modified—preserved all original code, diagrams, and notes.

Testing

  • Verified locally with npm run dev (renders cleanly at /docs/aws/tutorials/reproducible-machine-learning-cloud-pods/).
  • Built with npm run build—no errors.

Hacktoberfest contribution! Excited to help improve the docs.

Closes #227.

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[📑 Docs]: Normalize structure: Creating reproducible machine learning applications using Cloud Pods for persistent state snapshots

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