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 94.11%. Comparing base (3ea4205) to head (57d81a6).
Report is 15 commits behind head on master.

Additional details and impacted files

@@           Coverage Diff           @@
##           master     #115   +/-   ##
=======================================
  Coverage   94.11%   94.11%           
=======================================
  Files           2        2           
  Lines          68       68           
  Branches       10       10           
=======================================
  Hits           64       64           
  Misses          3        3           
  Partials        1        1           

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