Speech to Text for Swahili Language with Whisper-small.
# Swahili Speech to text
Finetuning whisper-small for swahili speech to text.
photo credits: Devonyu
## Description:
This project uses the small version of Whisper, a general-purpose speech recognition model created by OpenAI, to convert Swahili audio to text. Whisper is pretrained for ASR (Automatic speech Recognition) and speech translation on 680k hours of labelled data
## Author
- Github @JM_Rono
- Linked_in @John Michael Rono
## Table of Contents
A Data
B Machine learning
C Deploying
## Design
## A. Data
The data consist of about 82K instances of swahili audio form Mozilla common voice. I got the dataset from participating in a Zindi competition. Join the completed competiotion to get acces to the data.
## B. Machine Learning
- Check-out notebook: @notebook
### Evaluation
The model had a WER score of 8.365
wandb
## C. Deploying
- Deployed at:
swahilispeechtotext-htxcv6s…
- Upload a 30 second audio or less
##
- Hit the text button.