Giter VIP home page Giter VIP logo

florijanqosja / albanian-asr Goto Github PK

View Code? Open in Web Editor NEW
15.0 4.0 0.0 90.23 MB

This project is an AI-based transcription tool for the Albanian language. The tool is designed to automatically transcribe Albanian speech to text using Python.

Home Page: https://uneduashqiperine.com

License: MIT License

Python 9.36% HTML 4.52% JavaScript 35.50% CSS 2.26% PHP 0.04% Jupyter Notebook 48.22% Dockerfile 0.10%
ai albanian albanian-language api asr machine-learning shqip transcribe transcriber web

albanian-asr's Introduction

Albanian Transcriber using Machine learning | DibraSpeaks.

Logo

This project is an AI-based transcription tool for the Albanian language. The tool is designed to automatically transcribe Albanian speech to text using Python.

Features

  • Automatic speech recognition for Albanian language with our best trained model
  • User-friendly interface to label and validate speech datas
  • Dataset with Albanian Speech datas.

Installation

This project is made up of three main parts: an API that serves all the files to the UI, a section that is used to label and validate Albanian speech data, and the third part which is the model test. In the web folder are all the files needed to run the UI, in the api folder are the files needed to run the faastAPI, and in the automation folder are some scripts used for many things, including generating datasets. The folder training includes all the notebooks used to train the model.

Docker is required to run the project locally. To run the project locally run:

docker-compose up --build -d

After all the containers are up and running you should find at:

localhost:140 -> API

localhost:120 -> WEB

Domains

Production

The PRODUCTION WEB interface: dibraspeaks.uneduashqiperine.com

The PRODUCTION API: api.uneduashqiperine.com

Dataset amd Pre-trained Models Links

https://www.kaggle.com/flooxperia/

Contributing

We welcome all contributions to this project. If you have any ideas for new features or improvements, please feel free to create an branch, and test it by creating a pull request to merge your ticket to dev. we will try to approve the request as soon as possible and the change will be for some time in dev. After the feature or the improvement have been tested on dev than we can merge it to production.

Writing about the project

finalyearproject.pdf

Screenshots

Our model Architecture VS Deepspeech on our dataset

modelscompared

valLoss

werplot

Authors

Buy Me A Coffee

https://www.buymeacoffee.com/florijanqosja https://github.com/sponsors/florijanqosja

License

This project is licensed under the MIT License.

albanian-asr's People

Contributors

florijanqosja avatar

Stargazers

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

Watchers

 avatar  avatar  avatar  avatar

albanian-asr's Issues

Funksionimi i paqarte.

Pergezime per punen, por teksa po mundohem te luaj dhe te kuptoj si funksionon shoh qe nuk punojne as frontendi aktual as versioni ne docker lokalisht.
Te lutem mund ti hedhesh nje sy nese ka ndonje problem dhe te shtosh nje pershkrim te shkurter te perdorimit.

Shume faleminderit

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.