Update Notebooks and README #356
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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 |
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| > [!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. | ||
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[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.
| "\n", | ||
| "\n", |
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[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.
| "\n", | |
| "\n", |
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