I would say learning the basic equations so that you can do the model calculations without programming first is important. You don't need to learn all of it though. In time if you stick with ML you will anyway. Biggest barrier is often the assumption of not being able to learn the math. It's just like learning a new language or tool. The first few days, it looks like ancient Greek. Then, you stick with it, and eventually you get it.
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I would say learning the basic equations so that you can do the model calculations without programming first is important. You don't need to learn all of it though. In time if you stick with ML you will anyway. Biggest barrier is often the assumption of not being able to learn the math. It's just like learning a new language or tool. The first few days, it looks like ancient Greek. Then, you stick with it, and eventually you get it.