https://github.com/mshuqair/neural-network-838-encoder-decoder

Modeling 8-bit binary input using 8-3-8 neural network
https://github.com/mshuqair/neural-network-838-encoder-decoder

keras neural-network python

Last synced: about 1 month ago
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Modeling 8-bit binary input using 8-3-8 neural network

• Host: GitHub
• URL: https://github.com/mshuqair/neural-network-838-encoder-decoder
• Owner: mshuqair
• Created: 2023-04-07T17:24:20.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2024-09-15T15:59:30.000Z (8 months ago)
• Last Synced: 2025-01-30T22:51:24.507Z (3 months ago)
• Topics: keras, neural-network, python
• Language: Python
• Homepage:
• Size: 126 KB
• Stars: 0
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Neural Network 838 Encoder Decoder

Modeling 8-bit binary input using 8-3-8 shaped neural network in Python.

## Decription

This code is to manulay construct a three layered neural network. The input layer has a size of 8, the hidden layer has a size of 3, and the output layer has a size of 8. The main goal is to map (encode and decode) an 8-bit binary signal from the input to the ouput.

![](figure/figure_1.png)

**Figure 1.** The target function to be learned.

![](figure/figure_2.png)

**Figure 2.** The neural network architecture.

The file 'neural_network_manual.py' is the manual implementation of the model and the file 'neural_network_keras.py' is the implementation using Keras library.