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I'm a Physicist by training. I spent over 16 years in Academia learning to be a Physicist, carrying out research in Physics, and publishing peer-reviewed papers in Physics. Becoming a Physicist meant learning a lot of Math - because mathematics is how Physical processes are described and modeled. I took courses on differential and integral calculus, differential equations, tensor calculus (you need that for General Relativity), complex numbers, linear algebra, statistics, numerical analysis, and more. I regularly used linear and polynomial regression, logistic regression, neural networks, function minimization, gradient descent, simplex methods, matrix math, vectorization, visualization of multi-dimensional data, etc.

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