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Enhance training job management guide with comprehensive framework overview and examples#1416

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ChenYi015:doc/improve-training-guide
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Enhance training job management guide with comprehensive framework overview and examples#1416
ChenYi015 wants to merge 1 commit intokubeflow:masterfrom
ChenYi015:doc/improve-training-guide

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Purpose of this PR

This PR significantly enhances the training job management guide with comprehensive documentation that provides clear guidance for users learning about different training frameworks, common operations, and best practices.

Proposed changes:

  • Add comprehensive overview section explaining Arena's capabilities
  • Add clear "Who Should Use This Guide" section with learning objectives
  • Add "Quick Start" section enabling users to submit their first job in 30 seconds
  • Reorganize content into well-structured framework sections (TensorFlow, PyTorch, MPI, Spark, Ray, etc.)
  • Add use case descriptions and "Getting Started" guides for each framework
  • Include detailed workflow examples showing common training scenarios
  • Add advanced features section covering data management, GPU resources, and monitoring
  • Expand troubleshooting section with detailed diagnostic steps and solutions
  • Improve overall readability with better structure, headings, and navigation

Change Category

  • Documentation update

Rationale

The original guide was outdated and lacked important information about available frameworks, use cases, and best practices. This enhanced version provides a complete learning path for users from initial setup through advanced usage, helping them quickly find the right framework for their needs and understand how to use Arena effectively.

…ork overview

- Add comprehensive overview and quick start section
- Reorganize content with structured framework sections
- Add learning objectives and use case descriptions for each framework
- Include detailed getting started guides for all training job types
- Add workflow examples showing common training scenarios
- Expand troubleshooting section with detailed solutions
- Improve navigation and readability with better organization

Signed-off-by: Yi Chen <github@chenyicn.net>
@google-oss-prow google-oss-prow bot requested a review from wsxiaozhang January 28, 2026 12:42
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