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Mustafa Muhammad's Projects

neural-nets icon neural-nets

Programming Assignments and Lectures for Geoffrey Hinton's "Neural Networks for Machine Learning" Coursera course

objectcrosspass icon objectcrosspass

Providing an object to a method and use it in the inner method implementation

pillow icon pillow

The friendly PIL fork (Python Imaging Library)

py icon py

Repository to store sample python programs for python learning

resnet icon resnet

Implementing ResNet from scratch in Keras

space-nexus icon space-nexus

This Application is dedicated to deal with scientific theories with a religious prespective and try to illustrate most important points in it.

training-a-neural-network-with-backpropagation-mathematics icon training-a-neural-network-with-backpropagation-mathematics

Backpropagation is a widely used algorithm in training feedforward neural networks for supervised learning. It computes the gradient of the loss function with respect to the different weights and bias by using the chain rule of differential calculus. These gradients are used to update the weights and bias. Since these gradients are learned in the backward direction, starting from the output node, this learning process is referred to as the backward propagation. This work attempts to explain how backpropagation works with the help of a concrete example.

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