Does taking AP classes or any classes in general in one year or another make a difference in college admissions?

Pre-College Topics
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I’m not going to take a science class most likely in Junior Year unless I take AP physics C but that might be an overload so I just left science APs to only senior and sophmore year. I’m not sure if this is a bad idea.