https://github.com/aabuhijleh/ai-project-2-nn

Simple Multi-Layer Neural Network for Multi-class Classification
https://github.com/aabuhijleh/ai-project-2-nn

Last synced: about 2 months ago
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Simple Multi-Layer Neural Network for Multi-class Classification

• Host: GitHub
• URL: https://github.com/aabuhijleh/ai-project-2-nn
• Owner: aabuhijleh
• Created: 2023-12-18T20:06:07.000Z (over 1 year ago)
• Default Branch: main
• Last Pushed: 2023-12-22T17:59:59.000Z (over 1 year ago)
• Last Synced: 2025-02-05T05:34:23.495Z (4 months ago)
• Language: TypeScript
• Homepage: https://ai-project-2-nn.vercel.app
• Size: 1.5 MB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# AI Project 2 - Multi-Layer Neural Networks

This application enables you to construct Multi-Layer Neural Networks for the purpose of multi-class classification.

## Requirements

![Requirements](./docs/requirements.png)

## Neural Network Strategy

![Neural Network Strategy](./docs/strategy.png)

The main difference is, in addition to the Sigmoid function, the hidden layers can utilize activation functions such as ReLU, Leaky ReLU, and Tanh. For multi-class classification, the output function can be Softmax.

## Sample Datasets

![Sample Datasets](./docs/samples.png)

These datasets generated in Python using scikit-learn. [Here is the code used to do this](https://colab.research.google.com/drive/12ag2JvjJvO3cYyqMEH-y63PrahOOQwAM?usp=sharing).

## Usage

```bash

# Install dependencies

$ npm install

# Run the development server

$ npm run dev

```