Do I need a strong math background for Deep Learning?

Math and Statistics can rightfully be called the foundational pillars of Deep Learning. You should have excellent knowledge of mathematical concepts like linear algebra, calculus, and probability and statistics. All of this is important to understand how algorithms function, how deep learning models