Optimize readme from main

[yxdyc]

TODOs
[x] Add zh version after the en version stable
[ ] Update tutorial links after merging and deploying the latest tutorial version
[] (As future prs) considering some visual walkthrough, gif demos, or new overview figs

[gemini-code-assist]

Summary of Changes

Hello @yxdyc, I'm Gemini Code Assist¹! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request significantly overhauls the main README.md file to provide a more organized, informative, and visually appealing entry point for the Data-Juicer project. The changes aim to streamline user onboarding, clearly articulate the project's value proposition, and highlight community engagement, making it easier for new and existing users to understand, install, and contribute to the project.

Highlights

• README.md Redesign: The main README.md file has undergone a comprehensive redesign, introducing new sections and a more structured layout for improved clarity and user experience.
• Enhanced Onboarding: New 'Quick Start' instructions with installation commands and Python code examples have been added to facilitate easier user onboarding.
• Value Proposition and Features: A dedicated 'Why Data-Juicer?' section now highlights the project's modular architecture, full-spectrum data intelligence capabilities, and production-ready performance.
• Structured News and Community Information: The 'News' section has been updated with recent releases using collapsible details tags, and new sections for 'Users & Ecosystems' and 'Contributing & Community' have been introduced to showcase project adoption and engagement.
• Documentation and Citation Updates: Documentation links have been refined with quick access points, and the 'License & Attribution' and 'Citation' sections have been updated for better resource discoverability.
• News Archive: Historical news items have been moved from README.md to a new docs/news.md file, decluttering the main README.

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Changelog

• README.md
  • Restructured the entire document, introducing new top-level sections for "Quick Start", "Why Data-Juicer?", "Users & Ecosystems", and "Contributing & Community".
  • Replaced old badges and images with a new set of prominent badges and a central project title.
  • Updated the "News" section to use collapsible details tags for recent releases and moved older news items to docs/news.md.
  • Refined the "Documentation", "License & Attribution", and "Citation" sections with updated content and quick links.
• docs/news.md
  • Added a new file to archive historical news updates, decluttering the main README.md.

Activity

• No specific human activity (comments, reviews, etc.) was provided in the context.

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[gemini-code-assist]

Code Review

This pull request significantly overhauls the README.md file, greatly improving its structure, readability, and professionalism. Key changes include a new layout with clear sections for quick start, features, news, community, and documentation. The news section has been streamlined, with older items moved to a new docs/news.md archive file. My review includes a few minor suggestions to fix a typo, a broken link, and improve formatting in the new markdown files. Overall, this is an excellent update.

[HYLcool]

Others LGTM

[cmgzn]

LGTM