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The Optimization of Cost Functions in Machine Learning: A Pedantic Discourse

In the realm of machine learning, one of the most important and ubiquitous concepts is that of the cost function . The function is a mathematical construct that allows us to quantify the accuracy of our predictive models, and optimize them so that they can make more accurate predictions in the future. In this article, we will explore the intricacies of cost functions in machine learning, and delve into the various techniques that are used to optimize them. The cost function in machine learning i

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