These steps solved my issue:

• Created a Virtual Environment
• Moved all the code from Jupyter Notebook to a python file
• Installed necessary dependencies with pip
• Ran the python file

As the problem was solved by fresh installation of the dependencies, Most probably I faced the issue because of some internal dependency conflict.