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Exploring Gradient Descent in Machine Learning
Gradient descent serves as a fundamental algorithm in machine learning. It aids models to refine their parameters by iteratively minimizing the loss function. This approach involves calculating the gradient of the loss function, which signals the direction of steepest ascent. By moving the parameters in the inverse direction of the gradient, the mo