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Just my opinion: if you are planning on studying math, you need to find a textbook that resonates with you. Different math authors have different approaches to the subject, different writing styles, use different presentations and book layouts.
If you only know how to call library functions, your value is shrinking by the minute. If you understand the underlying mathematics, AI just gave you an infinite leverage boost.
I recently watched the famous lecture by the late MIT professor Patrick Winston, titled ‘How to Speak.’
He opens by saying: “Your success in life will be determined largely by your ability to speak, your ability to write, and the quality of your ideas, in that order.”
Freaking brilliant.
at some point, you have to decide whether or not you are willing to be temporarily bad at the thing you claim you want to master. passion and ambition aren't enough unless you're willing to put the reps in. your calling requires dedication.
I’ve never met a person who regretted the extreme personal growth you experience when building a business. This is the one goal that’ll completely change your life.
You don't need a four-year pure math degree before you can understand machine learning algorithms. You don't need to finish 5 measure theory textbooks, prove 50 calculus theorems, and solve linear algebra problem sets in isolation before writing PyTorch code.
Math isn't hard because the concepts are complex. It's hard because traditional education treats it like robotic symbol-shuffling gymnastics. We force people to memorize formulas for years while completely hiding the underlying spatial intuition.
The key to learning fast is reducing friction in the learning process.
One of the biggest sources of friction: Not knowing the prerequisites for the thing you're trying to learn.
Knowing the prereqs can make the difference between feeling like new content is being presented overwhelmingly fast vs at a comfortable pace.
Another big source of friction: Not periodically reviewing things you've previously learned.
If you don't review, then you forget, and if you forget prereqs, then there you are back at the first source of friction.