docs: fix typos and improve clarity in README.md

[ersachin3112]

This PR contains a:

• bugfix
• new feature
• code refactor
• test update
• typo fix
• metadata update

Motivation / Use-Case

fix typos and improve clarity in README.md

Breaking Changes

No

Additional Info

No

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 100.00%. Comparing base (dbbf58d) to head (f155d1b).
Report is 16 commits behind head on master.

Additional details and impacted files

@@            Coverage Diff            @@
##            master      #165   +/-   ##
=========================================
  Coverage   100.00%   100.00%           
=========================================
  Files            3         3           
  Lines          124       124           
  Branches        50        50           
=========================================
  Hits           124       124           

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