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The Multi-Layer Perceptron (MLP) is a foundational class of feedforward artificial neural networks. It consists of at least three layers of nodes: an input layer, one or more hidden layers, and an output layer. Except for the input nodes, each node is a neuron that uses a nonlinear activation function, such as ReLU or Sigmoid. This nonlinearity allows MLPs to solve complex, non-linearly separable problems, distinguishing them from simpler linear perceptrons.The true power of an MLP lies in its t
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Gradient Descent, Stochastic Gradient Descent, and Momentum are all optimization methods used to train neural networks. 🧠 Here's the key difference: 🔹 Gradient Descent uses the entire dataset to calculate each update. 🔹 SGD uses one training example at a time, making updates faster but noisier. 🔹 Momentum builds on SGD by using information from previous updates to smooth out the path toward the minimum. Why use them? ✅ Gradient Descent provides stable updates. ✅ SGD is faster and more practi
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