doc: fixing various typos

[didier-durand]

Link to Issue or Description of Change

Fixing various typos: see commit diffs for details

1. Link to an existing issue (if applicable):

• Closes: N/A
• Related: N/A

2. Or, if no issue exists, describe the change:

Fixing various typos: see commit diffs for details

Problem:

Improve quality of repo

Solution:
Pull this P/R

Testing Plan

N/A
Unit Tests:

• [N/A] I have added or updated unit tests for my change.
• All unit tests pass locally.

Manual End-to-End (E2E) Tests:

N/A

Checklist

• I have read the CONTRIBUTING.md document.
• I have performed a self-review of my own code.
• [N/A] I have commented my code, particularly in hard-to-understand areas.
• [N/A] I have added tests that prove my fix is effective or that my feature works.
• New and existing unit tests pass locally with my changes.
• [N/A] I have manually tested my changes end-to-end.
• [N/A] Any dependent changes have been merged and published in downstream modules.

Additional context

N/A

[gemini-code-assist]

Summary of Changes

Hello @didier-durand, 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 enhancing the overall quality and professionalism of the repository by resolving various typographical errors. The changes span across both documentation files and inline code comments, aiming to improve clarity, accuracy, and readability for all users and contributors. By meticulously correcting these minor issues, the project's resources become more reliable and easier to understand.

Highlights

• Documentation Clarity: Corrected several grammatical and spelling errors across various README.md files and Python docstrings to improve readability and accuracy.
• Code Comment Precision: Fixed typos in code comments and variable descriptions within Python source files, ensuring clearer explanations of functionality.
• Consistency and Professionalism: Addressed minor inconsistencies such as extra punctuation and incorrect article usage, contributing to a more polished codebase and documentation.

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[gemini-code-assist]

Code Review

This pull request fixes a number of typos across the codebase, which is a good improvement for documentation and code clarity. Most of the fixes are correct. However, I found one change in a docstring that introduces a grammatical error. I've added a comment with a suggestion to correct it. Thank you for the contribution!

[ryanaiagent]

Hi @didier-durand , Thank you for your contribution! We appreciate you taking the time to submit this pull request. Your PR has been received by the team and is currently under review. We will provide feedback as soon as we have an update to share.

[ryanaiagent]

Hi @wyf7107 , can you please review this. LGTM.