Skip to content

Conversation

anikchand461
Copy link
Contributor

Changes

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.

@quetzalliwrites quetzalliwrites added hacktoberfest documentation Improvements or additions to documentation labels Oct 13, 2025
Copy link
Collaborator

@quetzalliwrites quetzalliwrites left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Let's have @blkgrlcto or @remotesynth confirm if it's technically accurate.

And also, THANK YOU for your contribution! 🦄

Copy link
Collaborator

@remotesynth remotesynth left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Made a number of changes, mostly due to issues in the original instructions. Moved the testing section to be last. Thanks for the contributions!

@remotesynth remotesynth merged commit baaa0e5 into localstack:main Oct 16, 2025
@blkgrlcto
Copy link

Hey @anikchand461. Thanks so much for your HacktoberFest contribution! Now that your PR has been merged, go ahead and fill out this form to claim your swag.

@anikchand461
Copy link
Contributor Author

anikchand461 commented Oct 17, 2025

thanks soo much @blkgrlcto

what should be the mailing address ? my gmail ? or my home address ?

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

documentation Improvements or additions to documentation hacktoberfest

Projects

None yet

Development

Successfully merging this pull request may close these issues.

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

4 participants