Fix Broken Quickstart Links

[faradawn]

Description

Fixed broken links to non-existent quickstart.ipynb file in documentation.

Fixes #2640

Type of change

• Documentation change (change only to the documentation, either a fix or a new content)
• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Infra/Build change
• Code refactoring

Changes

• Updated README.rst (line 140) to point to existing tutorials:
  • JAX Integration Tutorial (te_jax_integration.ipynb)
  • Getting Started Guide (docs/getting_started/index.rst)
• Updated examples/README.md (line 26) to point to JAX Integration Tutorial

Checklist:

• I have read and followed the contributing guidelines
• The functionality is complete
• I have commented my code, particularly in hard-to-understand areas
• I have made corresponding changes to the documentation
• My changes generate no new warnings
• I have added tests that prove my fix is effective or that my feature works
• New and existing unit tests pass locally with my changes

[greptile-apps]

Greptile Overview

Greptile Summary

This PR fixes broken documentation links that pointed to a non-existent quickstart.ipynb file. The links have been updated to reference existing resources: the JAX Integration Tutorial (te_jax_integration.ipynb) and the Getting Started Guide (docs/getting_started/index.rst).

Changes:

• README.rst: Replaced broken quickstart link with two valid alternatives
• examples/README.md: Updated quickstart reference to JAX Integration Tutorial with accurate description

All target files have been verified to exist in the repository. This is a straightforward documentation fix with no code changes.

Confidence Score: 5/5

• This PR is completely safe to merge with zero risk
• This is a pure documentation change that only updates broken links to point to existing files. All target files have been verified to exist, and no code logic is affected.
• No files require special attention

Important Files Changed

Filename	Overview
README.rst	Fixed broken link from non-existent quickstart.ipynb to valid JAX Integration Tutorial and Getting Started Guide
examples/README.md	Updated broken quickstart link to JAX Integration Tutorial with accurate description

Sequence Diagram

sequenceDiagram
    participant User
    participant README.rst
    participant examples/README.md
    participant Old Link
    participant New Links
    
    User->>README.rst: Click quickstart link
    README.rst->>Old Link: quickstart.ipynb
    Old Link-->>User: 404 - File not found
    
    Note over README.rst,examples/README.md: PR fixes broken links
    
    User->>README.rst: Click updated link
    README.rst->>New Links: te_jax_integration.ipynb or getting_started/index.rst
    New Links-->>User: Valid documentation loaded
    
    User->>examples/README.md: Click TE tutorial link
    examples/README.md->>New Links: te_jax_integration.ipynb
    New Links-->>User: Valid tutorial loaded

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[greptile-apps]

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[ptrendx]

Hi, could you switch the order of those to have the Getting Started page as the first one?

[ptrendx]

Actually, maybe we should instead just point to the Getting Started HTML page here: https://docs.nvidia.com/deeplearning/transformer-engine/user-guide/getting_started.html

[ptrendx]

Thanks for the contribution - I left one small comment and then we can merge.

[pggPL]

Suggested change

	For a more comprehensive tutorial, check out our `JAX Integration Tutorial <https://github.com/NVIDIA/TransformerEngine/blob/main/docs/examples/te_jax_integration.ipynb>`_ or the `Getting Started Guide <https://github.com/NVIDIA/TransformerEngine/blob/main/docs/getting_started/index.rst>`_.
	For a more comprehensive tutorial, check out our `JAX Integration Tutorial <https://github.com/NVIDIA/TransformerEngine/blob/main/docs/examples/te_jax_integration.ipynb>`_ or the `Getting Started Guide <https://docs.nvidia.com/deeplearning/transformer-engine/user-guide/getting_started.html>`_.