How do you choose which ML algo is best for the given problem?

Hello, I am new to ML and stuff. watched a video on yt and found that the instructor was brute forcing every algorithm to classify high energy particles. I was wondering if professional data scientist also do this or there are some rules about which ML model to choose. ( the instructor also used a NN to classify which gave pretty good accuracy )