Calculus, Derivatives, Limits, Machine Learning, Data Science.
the algorithm iteratively converges towards the optimal parameter values. Cost Functions: Calculus is used to define and analyze cost functions, which quantify the difference between the predicted and actual values in machine learning models. Derivatives of these cost functions are crucial for