Simplified Gradient Descent Optimization
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Explain the concept of the steepest descent and apply it to stu... | Filo
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Artificial Intelligence | AI on Instagram: "Gradient descent is an optimization method used to train machine learning models by finding the set of parameters (like weights in a neural network) that make the loss function as small as possible. You can think of the loss as a surface, where each point represents a different set of parameters, and our goal is to move downhill toward the lowest point. To do this, we calculate the gradient, which is a collection of partial derivatives of the loss with
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Insightforge | AI & Data Science on Instagram: "Gradient descent is a core optimization method that enables AI models to learn by minimizing a loss function, which measures how far predictions are from the true outcomes. You can imagine the loss function as a terrain of hills and valleys, often called the loss landscape. High points correspond to large errors, while low points represent smaller errors. At any location on this surface, the gradient tells us the direction of steepest increase in l
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