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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. | |
| --- | |
| For more details, check out the [Hugging Face model page](https://huggingface.co/deepakkumar07/whisper-small-tamil). 🚀 | |