-Fix typo in Documentation

While reviewing the repo, I noticed a few typo errors and broken links in the Documentation. Correcting these would improve readability and accessibility for users.

### Issues Identified:

- Minor typos in the .md files.
-  Broken or outdated links that do not redirect properly.