Thank you so much for the comments! I indeed agree with every word you said. Regarding your suggestions about the main purpose of gradient descent you are right

Thank you so much for the comments! I indeed agree with every word you said. Regarding your suggestions about the main purpose of gradient descent you are right and so I will rephrase this part of the post in order to clarify it. :)