Skip to content

Update Notebooks and README - #356

Merged
abdulfatir merged 5 commits into
amazon-science:mainfrom
abdulfatir:update-nb-readme
Oct 31, 2025
Merged

Update Notebooks and README#356
abdulfatir merged 5 commits into
amazon-science:mainfrom
abdulfatir:update-nb-readme

Conversation

@abdulfatir

Copy link
Copy Markdown
Contributor

Issue #, if available:

Description of changes:

By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.

@abdulfatir
abdulfatir requested review from Copilot and shchur October 30, 2025 23:06

Copilot AI left a comment

Copy link
Copy Markdown

Choose a reason for hiding this comment

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

Pull Request Overview

This PR enhances documentation and usability by adding interactive notebook badges and improving the quickstart experience. The changes make it easier for users to launch the Chronos-2 quickstart notebook in cloud environments and emphasize production deployment options.

  • Added "Open in SageMaker Studio Lab" and "Open in Colab" badges to both the README and the quickstart notebook
  • Removed the -U (upgrade) flag from pip install command to prevent unintended package upgrades
  • Updated references to point to the new Chronos-2 SageMaker deployment tutorial

Reviewed Changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 2 comments.

File Description
notebooks/chronos-2-quickstart.ipynb Added interactive badges for SageMaker and Colab, removed -U flag from pip install, moved comment position, and updated Python version metadata
README.md Added production deployment tip with SageMaker JumpStart, added interactive badges for the quickstart notebook, and updated SageMaker deployment tutorial reference

💡 Add Copilot custom instructions for smarter, more guided reviews. Learn how to get started.

Comment thread README.md
> [!TIP]
> For reliable production use, we recommend using Chronos-2 models through [Amazon SageMaker JumpStart](https://aws.amazon.com/sagemaker/ai/jumpstart/). Check out [this tutorial](notebooks/deploy-chronos-to-amazon-sagemaker.ipynb) to learn how to deploy Chronos-2 inference endpoints to AWS with just a few lines of code.


Copilot AI Oct 30, 2025

Copy link

Choose a reason for hiding this comment

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

[nitpick] Excessive blank lines after the TIP block reduce readability. Remove one of the two consecutive blank lines at lines 65-66 to maintain consistent spacing in the documentation.

Suggested change

Copilot uses AI. Check for mistakes.
Comment on lines +14 to +15
"\n",
"\n",

Copilot AI Oct 30, 2025

Copy link

Choose a reason for hiding this comment

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

[nitpick] Excessive blank lines after the badge links reduce readability. The three consecutive blank lines at lines 13-15 should be reduced to one or two blank lines for better visual consistency.

Suggested change
"\n",
"\n",

Copilot uses AI. Check for mistakes.

@shchur shchur left a comment

Copy link
Copy Markdown
Contributor

Choose a reason for hiding this comment

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

Thanks, LGTM!

@abdulfatir
abdulfatir merged commit c5aa5f4 into amazon-science:main Oct 31, 2025
6 checks passed
@abdulfatir
abdulfatir deleted the update-nb-readme branch October 31, 2025 09:09
zlin101 pushed a commit to zlin101/chronos-forecasting that referenced this pull request Mar 3, 2026
*Issue #, if available:*

*Description of changes:*


By submitting this pull request, I confirm that you can use, modify,
copy, and redistribute this contribution, under the terms of your
choice.

---------

Co-authored-by: Oleksandr Shchur <oleks.shchur@gmail.com>
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

None yet

Projects

None yet

Development

Successfully merging this pull request may close these issues.

3 participants