Giter VIP home page Giter VIP logo

language-translator's Introduction

LANGUAGE TRANSLATOR

Using encoder decoder RNN model to tokenize input text in English language and translate it into French. Encoder model to generate a thought vector and passing the thought vector to decoder model. Thought vector providing initial state to GRU units used in the decoder which computes equivalent word tokens in another language.

FILE DESCRIPTION

  • load_file.py is used to load dataset from computer's file system. I used europarl language dataset, link to which is http://www.statmt.org/europarl/v7/. You can also use http://www.statmt.org/europarl/.

  • mt.py has line of codes both for fitting data into the model and loading checkpoints from the file sytem. To start with the language translator, comment out the line of code where we load the weights machine_translator.load_weights(path_checkpoint), insted uncomment the line where we fit into our model machine_translator.fit(x=x_train,y=y_train,batch_size=128,epochs=1,validation_split=validation_split,callbacks=callbacks).

REQUIREMENTS

  • Python versions that support tensorflow
  • Tensorflow
  • Keras
  • NVIDIA GTX 960M or above/NVIDIA GTX 1050 or above

language-translator's People

Contributors

floki678 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.