And it's not just any old scalar calculus that pops up-you need differential matrix calculus, the shotgun wedding of linear algebra and multivariate calculus. Pick up a machine learning paper or the documentation of a library such as PyTorch and calculus comes screeching back into your life like distant relatives around the holidays. Most of us last saw calculus in school, but derivatives are a critical part of machine learning, particularly deep neural networks, which are trained by optimizing a loss function.
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