dflynnwit/hello_nn

Some of my simple neural networks

Hello NN

My Neural Network Codes when I was beginner in Artificial Neural Networks

Clean, Commented, Single-Filed Python Programs + Jupyter Notebooks

Prerequisites

The programs depends upon following dependencies:

• Python 3.5+
  • Numpy
  • Matplotlib
  • Tensorflow

Index

• FeedForward Neural Network

  • Classification Iris dataset
    • numpy - code, notebook
    • tensorflow - code, notebook

• Recurrent Neural Network

  • Addition 8-bit numbers
    • numpy - code, notebook
    • tensorflow - code, notebook
  • Time-series CO2(ppm) mauna loa, 1965-1980
    • tensorflow - code, notebook

• Convolutional Neural Network

  • Classification MNIST
    • tensorflow - code, notebook

• Hopfield Network

  • Data Reconstruction
    • numpy - code, notebook

• Restricted Boltzmann Machine

  • Image Reconstruction MNIST
    • tensorflow - code, notebook

• Denoising Neural AutoEncoder

  • Image Denoising MNIST
    • tensorflow - code, notebook

• Deconvolutional Neural AutoEncoder

  • Image Reconstruction MNIST
    • tensorflow - code, notebook