I suggest first understanding machine learning in general before jumping into deep learning. The book ISLR2 is very accessible and starts with linear regression and works through many other methods including neural networks. There is a Edx course based on the book.

https://www.statlearning.com/

https://www.edx.org/course/statistical-learning