README.md

Quran Speech Recognizer

This application will listen to the user's Quran recitation, and take the user to the position of the Quran from where the s/he had recited. You can also take a look at our presentation slides.

Methodology

We used transfer learning to make our application. We fine-tuned the pretrained model available at https://huggingface.co/elgeish/wav2vec2-large-xlsr-53-arabic using the data available at https://www.kaggle.com/c/quran-asr-challenge/data. Our model can be found at https://huggingface.co/Nuwaisir/Quran_speech_recognizer.

Usage

Run all the cells of run_ui.ipynb. The last cell will hear your recitation for 5 seconds (changeable) from the time you run that cell. And then convert your speech to Arabic text and show the most probable corresponding parts of 30th juzz (Surah 78 - 114) of the Quran as the output based on edit distance value.

Currently, we are searching from Surah 78 to Surah 114 as the searching algorithm needs some time to search the whole Quran. This range can be changed in the 6th cell of the notebook.