Get started with Machine Learning Part 1

I have been working for many months to understand machine learning. It is the most agonizing experience but on the other hand, is a thrilled one. I don't have any experience related to IT or Advanced Calculus. Indeed, I learn calculus in my previous study in college but sometimes memory can fade if it does not use every day, am I correct? Therefore, I have to study the basics of machine learning.