whisper-tiny-bn-v2 / README.md
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---
datasets:
- thesven/bengali-ai-train-set-tiny
language:
- bn
metrics:
- wer
---
# thesven/whisper-tiny-bn-v2
## Model Description
This is the `openai/whisper-tiny` model fine-tuned on the OOD-Speech Bengali dataset. The fine-tuning was performed to enhance the model's performance on Bengali speech recognition tasks, especially for out-of-distribution samples.
## Model Details
- **Original Model:** [openai/whisper-tiny on Hugging Face](https://huggingface.co/openai/whisper-tiny)
- **Fine-tuned Model:** [thesven/whisper-tiny-bn-thesven on Hugging Face](https://huggingface.co/thesven/whisper-tiny-bn-thesven)
- **Model Architecture:** Whisper ASR
## Intended Use
This model is intended for automatic speech recognition (ASR) tasks in the Bengali language, especially for scenarios that involve out-of-distribution samples.
## Training Data
The model was fine-tuned using the OOD-Speech Bengali dataset:
- **Training Samples:** 10,000
- **Validation Samples:** 1,000
- **Dataset Source:** [OOD-Speech: A Large Bengali Speech Recognition Dataset for Out-of-Distribution Benchmarking](https://arxiv.org/abs/2305.09688)
## Fine-tuning Procedure
The model was fine-tuned using the OOD-Speech Bengali dataset with [specific hyperparameters, optimizer, learning rate, epochs, etc. if available].
## Licensing
This model is released under the MIT License. You are free to use, modify, distribute, or sell it under the terms of the license.
```
MIT License
Copyright (c) 2023 thesven
Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
```
## Citation
```
@article{OOD-Speech2023,
title={OOD-Speech: A Large Bengali Speech Recognition Dataset for Out-of-Distribution Benchmarking},
author={Authors of the OOD-Speech paper},
journal={arXiv preprint arXiv:2305.09688},
year={2023}
}
```