Does it matter what courses I take in high school (e.g. Advanced math vs. Normal math)?

It will not matter for your application to a university, but it is recommended that you have a solid background in certain subjects for certain degrees. For example, if you want to pursue an engineering degree with heavy math subjects, it would be beneficial if you have experience from advanced math subjects in high school.