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docs: fix README usage path, typos, and doc links#123

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Divyateja2709 wants to merge 1 commit intoioos:mainfrom
Divyateja2709:docs/readme-quickstart-fixes
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docs: fix README usage path, typos, and doc links#123
Divyateja2709 wants to merge 1 commit intoioos:mainfrom
Divyateja2709:docs/readme-quickstart-fixes

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Documentation-only updates to the project README so the quickstart matches the real repo layout and matches how people set up a venv on common platforms.

Changes

Fix the “example notebooks” pointer: notebooks live under docs/examples, with links to the GitHub tree and the published Sphinx docs on Read the Docs.
Correct the “interpreted” typo and the Unix venv activation line (venv/bin/activate).
Add short Windows activation notes (cmd + PowerShell).
Add import numpy as np to the usage snippet so it runs when copied as-is.
Motivation
Low-friction onboarding for contributors (including GSoC applicants) and fewer broken paths in the first thing new users read.

Testing
Not applicable (Markdown only).

- Point example notebooks to docs/examples on GitHub and RTD
- Fix interpreted typo and venv activate path for Unix
- Add Windows venv activation hints and numpy import in snippet

Made-with: Cursor
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