"I want to start machine learning, but it seems difficult..." "Don't I need advanced knowledge of mathematics or programming?

I often hear people say, "I want to study machine learning, but I don't know where to start." Some open a book on mathematical formulas only to close it immediately, while others burn out just trying ...