Many people suggested that mathematics is really crucial and that the OP has to get a solid foundation of high school maths, physics, chemistry.
That is definitely true. But nobody isn't quite suggesting the detailed methodology about how to get to that level of understanding. I'm going to focus on that.
What does it really mean to have a solid understanding? I believe that - as Richard Feynman said - if you can explain things precisely and concisely then you have understood it clearly.
So, it's a matter of making an output. The input of knowledge is easy - it is the way concepts are taught in typical classes. You simply have to sit down and passively listen to what the teacher says.
Usually the output is very hard. First of all, you will have to think
a lot to understand some of the concepts. I mean, when I was in high school, I have the experience of fully dedicating more than one week of my vacation time to understand a single concept. And this happened quite often. This adjective "some" of the concepts extends to "most", or even worse, "nearly all" if you want to do university studies properly.
A very nice way of doing an output of knowledge, in addition to thinking and agonising, is doing a lot of hard problems and exercises. Mechanical repetition of solving easy problems makes you feel like you are a robot, and does not make you understand better after a certain point.
You needn't necessarily do the Olympiads stuff. They often go way over high school contents, so actually are not good choices (but definitely, if you get an opportunity of doing any competitions or Olympiads, I recommend doing so, and in the process of preparing for them you will learn a lot.)
I recommend doing some hard university entrance exam papers. If you are able to solve most problems in such papers you
can and will be confident in the depth of your understanding of high school maths and physics.
Specific examples are: for maths
Cambridge University STEP which includes very very very hard problems within the A-level "Further Mathematics" syllabus; for physics
Oxford University PAT in which the problems are of really high quality within (calculus-based) high school syllabus.
AP is also a good choice but note that it sometimes goes too far away from the typical high school curriculum, and might have a danger of your study being focused on doing superficial problems simply at a broader range than doing hard problems at a narrower range.
Finally, I want to emphasise again that you should go slowly, step by step. I rushed a lot when I was in high school, but all the shallow pre-learning turned out to be not helpful at all. I mentioned STEP and PAT as your possible final goal in the last year, not the first. Do realize and take the advantage of physically existing institutions around you. Following well what your school is doing and working hard to get into a nice university is a very big part of life at that stage, perhaps more important than anything else.
High school studies are a prerequisite for undergraduate studies. If you don't do it properly, it's likely that you won't be able to follow what you are doing in university. Even if you do it properly, anyway you will have to re-learn everything from scratch in university. Think about how maths is simply called "maths" and physics is simply called "physics" in high school. In university, there are at least 6 separate maths subjects and 4 separate physics subjects, corresponding to a minimum of 10 different textbooks.
So don't rush. Instead, enjoy what you can learn, understand, appreciate right now. Play around with it and go deep into it. From your
own experiences you will learn more than anybody else has told you. Otherwise, you might get very easily overwhelmed, discouraged, and soon give up.