erupturatis / neuralnetworkplayground

A website in which you can customize, train and visualize changes in your neural networks as they learn. You can also upload your own datasets and change any parameters

🚀 NeuralNetworkPlayground

A better way of visualzing neural networks

Overview

As the title implies, this is a website made in order to help visualize neural network in the process of training and backpropagating. You can currently:

• Create any neural network with any arhitecture

• Upload your own custom datasets

• Visualize the training and being able to replay previous epochs

• Save your model + training and loading it later

• Optimze network parameters and hyperparameters

• Change the cosmetics of how the network is displayed

Looks

Note !

This website was meant as a pet project so it might still have a lot of bugs. If you like this project and want to make it better feel free to open an issue or submit a PR.

Roadmap

• Adding more activation function
• Adding Regularization
• Only doing forward propagation for the current network
• Visualizing the output neurons relation to input data on a 2d graph similar to here
• Being able to modify individual weights and neurons and deactivate
• Extending the website to CNN or RNN arhitectures
• A lot more

Contributing

Tech Stack

Client: React, Redux, TailwindCSS, Vite

Server: Node, Express

To start just clone the repo

• If you want to contribute to the frontend just run npm install in the client folder and thennpm run dev. You will only need a VITE_API_URL variable in your .env file if you want to work with the server too.
• If you want to contribute to the backend run npm install in the server folder and thennpm run dev. You will need the env file with the following

GITHUB_CLIENT_ID = ''
GITHUB_CLIENT_SECRET = ''
PORT = ''
SECRET =''
MONGO_URI = "mongodb+srv://username:<password>@cluster0.wudiukh.mongodb.net/?retryWrites=true&w=majority"
MONGO_PASSWORD = ''
GOOGLE_CLIENT_ID = ''
GOOGLE_CLIENT_SECRET = ''
CLIENT_URL = ''
SERVER_URL = ''

and set up the oauth services properly. If you have any issues running the project just open a new issue and I will help you as fast as I can

Apart from this, I hope you like the website!

neuralnetworkplayground's Issues

Home page neurons mess up when resizing the window

Mobile responsiveness

No tests for client or server

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