Coder Social home page Coder Social logo

spell-checker's Introduction

Spell-Checker

The objective of this project is to build a model that can take a sentence with spelling mistakes as input, and output the same sentence, but with the mistakes corrected. The data that we will use for this project will be twenty popular books from Project Gutenberg. Our model is designed using grid search to find the optimal architecture, and hyperparameter values. The best results, as measured by sequence loss with 15% of our data, were created using a two-layered network with a bi-direction RNN in the encoding layer and Bahdanau Attention in the decoding layer. FloydHub's GPU service was used to train the model.

All of the books that I used for training can be found in books.zip.

To view my work most easily, see the .ipynb file.

I wrote an article that explains how to create the input data (the sentences with spelling mistakes) for this model.

spell-checker's People

Contributors

currie32 avatar

Watchers

James Cloos avatar Bikash Sapkota avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.