See also the following links:

▎ENGLISH

Explanation on the basic maths behind a Neural Network
▸ https://www.ibm.com/cloud/learn/neural-networks

Series of videos on Neural Network
▸ https://statquest.org/neural-networks-part-1-inside-the-black-box/