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title: Tamil Audio to Text | |
emoji: ▶︎ •၊၊||၊|။||||။၊|• 0:10 ➤ 📄 | |
colorFrom: blue | |
colorTo: yellow | |
sdk: gradio | |
app_file: app.py | |
pinned: false | |
license: apache-2.0 | |
# Whisper Small Tamil - Hugging Face Demo | |
This repository hosts a demo for the **Whisper Small Tamil** model, fine-tuned for Tamil speech recognition. This model is based on OpenAI's Whisper-Small and has been trained to improve Automatic Speech Recognition (ASR) for Tamil language inputs. | |
## 🚀 Demo | |
Try the model directly on [🤗 Hugging Face Spaces](https://huggingface.co/spaces/deepakkumar07/whisper-small-tamil). | |
## 📝 Model Details | |
- **Base Model:** OpenAI Whisper-Small | |
- **Fine-tuned for:** Tamil ASR | |
- **Dataset Used:** Common Voice Tamil & other curated datasets | |
- **Supports:** Tamil speech-to-text transcription | |
## 🔧 How to Use | |
You can use this model in Python with the `transformers` library: | |
```python | |
from transformers import pipeline | |
# Load model from Hugging Face Hub | |
asr_pipeline = pipeline("automatic-speech-recognition", model="deepakkumar07/whisper-small-tamil") | |
# Transcribe an audio file | |
result = asr_pipeline("path/to/audio.wav") | |
print(result["text"]) | |
``` | |
## 📊 Performance | |
This model is optimized for Tamil speech but may still have minor errors in transcription, especially with noisy audio or mixed-language inputs. Contributions and improvements are welcome! | |
## 📌 Training Details | |
- Fine-tuned using the **Hugging Face Transformers** and **datasets** libraries. | |
- Trained on GPUs for better performance. | |
- Supports **streaming inference** for real-time transcription. | |
## 💡 Applications | |
- Tamil voice-to-text conversion | |
- Subtitling and transcription services | |
- Voice-controlled Tamil applications | |
## 🤝 Contributing | |
If you find any issues or want to improve the model, feel free to open a PR or reach out! | |
## 📜 License | |
This model is released under an open license. Please refer to OpenAI's original Whisper license for base model terms. | |
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For more details, check out the [Hugging Face model page](https://huggingface.co/deepakkumar07/whisper-small-tamil). 🚀 | |