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- Updated autograd module: chain rule, partial derivatives, gradient rules - Updated activations module: ReLU, sigmoid, tanh, softmax formulas - Updated layers module: linear transformation, matrix multiplication - Updated networks module: function composition formulas All mathematical equations now use LaTeX formatting ($...$ and 9983...9983) for better rendering in Jupyter notebooks and documentation.