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Create new landing page for sagemaker python sdk #2

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This appears to be a major update to the SageMaker Python SDK documentation and structure, particularly focused on:

  1. Enhancing the documentation organization and readability by:
  • Adding new installation and quickstart guides
  • Restructuring the main index documentation to be more user-friendly
  • Improving navigation and organization of API documentation
  1. Adding SDK version updates across multiple files, including:
  • Framework support files (PyTorch, TensorFlow, MXNet, etc.)
  • Model serving and inference components
  • Feature Store and MLOps tooling
  • Testing infrastructure
  1. Making architectural improvements to the codebase by:
  • Refactoring model building and serving components
  • Enhancing testing coverage
  • Updating configuration files and dependencies

The changes aim to improve developer experience through better documentation while maintaining and enhancing the core SDK functionality for machine learning workflows on Amazon SageMaker.

Comprehensively reorganize the main documentation page with better structure, navigation, and content organization. Add a new installation guide with detailed setup instructions. Update table of contents and navigation elements for improved user experience.
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Resolves #1

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To provide feedback, navigate to the Files changed tab and leave comments on the proposed code changes. Choose Start review for each comment, and then choose Request changes, and I'll propose revised changes.

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⏳ I'm reviewing this pull request for security vulnerabilities and code quality issues. I'll provide an update when I'm done

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✅ I finished the code review, and didn't find any security or code quality issues.

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