Cherry pick tutorials changes from #1477

[sarahyurick]

See #1477.

[greptile-apps]

Greptile Overview

Greptile Summary

This PR cherry-picks tutorial improvements from #1477 to the r1.1.0 branch, including enhanced sample data and documentation refinements.

Key Changes:

• quickstart.py: Updated sample sentences to be more detailed and realistic (e.g., "I love this product" → "I love this product, it works great"), improving the quality of sentiment analysis examples
• README.md: Multiple documentation improvements:
  • Grammar and style refinements (replacing "i.e." with "that is", "via" with "using/through", removing unnecessary "Please")
  • Added new "System Requirements" section with memory and CPU allocation guidance
  • Restructured "Debugging Out of Memory Errors" section with clearer numbered steps and actionable solutions
  • Improved clarity in explanations of data interleaving and curriculum learning

All changes are non-functional improvements to tutorials and documentation.

Confidence Score: 5/5

• This PR is safe to merge with no risk
• Changes are limited to non-functional tutorial improvements: sample data enhancement and documentation refinements. No code logic, dependencies, or critical functionality affected. This is a straightforward cherry-pick of documentation updates.
• No files require special attention

Important Files Changed

Filename	Overview
tutorials/quickstart.py	Updated sample sentences to be more descriptive and realistic for sentiment analysis testing
tutorials/text/llama-nemotron-data-curation/README.md	Enhanced documentation with grammar improvements, clearer instructions, and new System Requirements section for memory management

[greptile-apps]

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