Update some details in tutorial

[hiyuchang]

Description

As the title says.

Checklist

Please check the following items before code is ready to be reviewed.

• Code has passed all tests
• Docstrings have been added/updated in Google Style
• Documentation has been updated
• Code is ready for review

[gemini-code-assist]

Summary of Changes

Hello @hiyuchang, 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 focuses on improving the clarity, structure, and accuracy of the project's documentation. It involves reorganizing the API reference, correcting internal navigation links, and providing more comprehensive setup instructions within the tutorials.

Highlights

• Link Corrections: Numerous internal links within main.md and example_data_functionalities.md have been updated to use absolute paths or more relevant targets, improving navigation and preventing broken links.
• Tutorial Enhancements: Detailed setup guidelines for ALFWorld and WebShop environments have been added to example_multi_turn.md, making it easier for users to prepare these environments for multi-turn tasks.

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[gemini-code-assist]

Code Review

This pull request updates several documentation files, improving structure, clarity, and content. The API reference has been moved to a separate file for better organization. Links have been updated to be more robust within the documentation system. New setup instructions for ALFWorld and WebShop have been added, which is a great help for users.