Giter VIP home page Giter VIP logo

maneprajakta / digit_recognition_web_app Goto Github PK

View Code? Open in Web Editor NEW
20.0 2.0 2.0 1.45 MB

A Hand Written Digit Recognition app trained on the MNIST dataset of Keras using the CNN model. skills used are Tensorflow, HTML,CSS,javascript.

Home Page: https://maneprajakta.github.io/Digit_Recognition_Web_App/

License: MIT License

CSS 8.16% HTML 9.67% JavaScript 19.88% Jupyter Notebook 62.29%
machile-learning digit-recognition mnist-dataset convolutional-neural-networks webapp

digit_recognition_web_app's Introduction

Digit_Recognition_Web_App

link : https://maneprajakta.github.io/Digit_Recognition_Web_App/

Structure of App

keras - > Tensorflow.js ->(html + css + javascript)->github pages

Hello World of Object Recognition!

Aim:

To make a convolution neural network to recognise handwritten digits by training the model on MNIST dataset available in keras.

MNIST DATASET:

The training dataset contain 60000 images and testing contain 10000 images .Each image is 28x28 pixel and grey scale.

CNN MODEL OVERVIEW:


⚈ It is a 17 layer model with Conv2D,MaxPooling2D,BatchNormalization,Dense,Flatten and Dropout layer combination.
⚈ Input layer has 32 neuron and output layer has 10 neurons as 10 different clases exsist.
⚈ 30 epochs are used.
⚈ Categorical_loss is loss function and adam is used for optimization.
⚈ Model gives 99.15% accuracy.

For Deployment:

Save model using tensorflowjs converters as json file and weight as .h5 file.Use Tensorflow.js to load model and predict in javascript file

digit_recognition_web_app's People

Contributors

maneprajakta avatar

Stargazers

avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar avatar

Watchers

avatar avatar

Forkers

vigneshvenkatapathy jayashree-26

digit_recognition_web_app's Issues

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.