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Model: MohamedRashad/Arabic-Whisper-CodeSwitching-Edition
Source: Original Platform

.gitattributes

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README.md

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+---
+library_name: transformers
+license: gpl-3.0
+datasets:
+- MohamedRashad/arabic-english-code-switching
+language:
+- ar
+- en
+metrics:
+- wer
+pipeline_tag: automatic-speech-recognition
+---
+
+# 👳 Arabic-Whisper-CodeSwitching-Edition
+
+This model is a fine-tuned version of [Whisper Large v2 by OpenAI](https://huggingface.co/openai/whisper-large-v2), trained on an [Arabic-English-code-switching](https://huggingface.co/datasets/MohamedRashad/arabic-english-code-switching) dataset.
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6116d0584ef9fdfbf45dc4d9/w5AXicC8X3kK1AC30OVmH.png)
+
+## 📝 Model Details
+
+### Model Description
+
+The Arabic-Whisper-CodeSwitching-Edition is designed to handle Arabic audio with embedded English words. This model enhances the original Whisper Large v2 by improving its performance on Arabic-English code-switching speech
+
+- **Developed by:** العبد لله
+- **Model type:** Speech Recognition
+- **Language(s) (NLP):** Arabic, English (in the context of Arabic audio)
+- **License:** GPL-3.0
+
+### Model Sources [optional]
+
+<!-- Provide the basic links for the model. -->
+
+- **Repository for data collection:** https://github.com/MohamedAliRashad/youtube-audio-collector
+- **Demo:** https://huggingface.co/spaces/MohamedRashad/Arabic-Whisper-CodeSwitching-Edition
+
+## 👷 Uses
+
+<!-- Address questions around how the model is intended to be used, including the foreseeable users of the model and those affected by the model. -->
+
+### Direct Use
+
+The model can be used directly for transcribing Arabic speech that includes English words. It is particularly useful in multilingual environments where code-switching is common.
+
+### Out-of-Scope Use
+
+The model may not perform well on monolingual speech in languages other than Arabic or English, or on speech with code-switching in languages other than Arabic and English.
+
+## 😨 Bias, Risks, and Limitations
+
+### Recommendations
+
+Users (both direct and downstream) should be made aware of the risks, biases, and limitations of the model. More information needed for further recommendations.
+
+## 🔍 How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+```python
+from transformers import WhisperForConditionalGeneration, WhisperProcessor
+
+processor = WhisperProcessor.from_pretrained("MohamedRashad/Arabic-Whisper-CodeSwitching-Edition")
+model = WhisperForConditionalGeneration.from_pretrained("MohamedRashad/Arabic-Whisper-CodeSwitching-Edition")
+
+# Example usage
+inputs = processor("path_to_audio_file.wav", return_tensors="pt")
+generated_ids = model.generate(inputs["input_features"])
+transcription = processor.batch_decode(generated_ids, skip_special_tokens=True)
+print(transcription)
+```
+
+## 👨‍🎓 Citation
+
+### BibTeX:
+```bibtex
+@misc{rashad2024arabicwhisper,
+  title={Arabic-Whisper-CodeSwitching-Edition},
+  author={Mohamed Rashad},
+  year={2024},
+  url={https://huggingface.co/spaces/MohamedRashad/Arabic-Whisper-CodeSwitching-Edition},
+}
+```
+
+### APA:
+Rashad, M. (2024). Arabic-Whisper-CodeSwitching-Edition. Retrieved from https://huggingface.co/spaces/MohamedRashad/Arabic-Whisper-CodeSwitching-Edition

config.json

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