My Roadmap to Machine Learning for beginners : Part 1

description: "A beginner-friendly roadmap to getting started with Machine Learning — covering the math foundations, Python essentials, and the first algorithms to learn." --- This is the Roadmap I am following for Machine Learning. My personal view is as follow:
## What we usually do?
We usually get carried away by hearing buzz-words Machine Learning, Deep learning, and Artificial Intelligence, etc. We directly dive into coding Deep Learning Projects without having background knowledge of the algorithms and math used behind the scenes(at least this is the mistake I did at first). We usually see many articles and courses about "Learn Machine learning without Math" etc. Here, We need to understand that there is No Machine learning without math. Mathematics is the soul of Machine Learning and AI because it provides ways to implement the algorithms in these very fields. In this way, we head straight towards Machine Learning techniques without learning Pre-Requisites.
## Why math is important ? Earlier, I used to fear mathematics A Lot. I wanted to skip Mathematical Part and dive into this field. But, After reading articles, suggestions from friends, facing problems which were inevitable and impossible for me to solve without the knowledge of the core concept behind this, What I learned is that, there is no escaping mathem