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Implement different variants of gradient descent in python using numpy

License: MIT License

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gradientdescent_implementation's Introduction

Gradient Descent Implementation

This repository contains the code to implement gradient descent in python using Numpy

Repository Structure

  • GDAlgorithms: Contains code to implementing various gradient descent algorithum in sigmoid neuron.
  • VectorisedGDAlgorithms: Contains code to implementing different gradient descent algorithums in feed forward neural network

Jump into code

  • Different Types of Gradient Descent Optimizers in Sigmoid Neuron

    Click here to open in Colab

  • Different Types of Gradient Descent Optimizers in Feedforward Neural network
    Open In Colab

Visualization

  • Visualizing the Gradient Descent learning algorithum Gradient Plots

  • Animation of Gradient Descent Gradient Plots

gradientdescent_implementation's People

Contributors

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Watchers

James Cloos avatar STYLIANOS IORDANIS avatar  avatar

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