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Update README.md

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@@ -56,12 +56,12 @@ pip install speechbrain
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  Please notice that we encourage you to read our tutorials and learn more about
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  [SpeechBrain](https://speechbrain.github.io).
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- ### Transcribing your own audio files
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  ```python
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  from speechbrain.pretrained import EncoderDecoderASR
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- asr_model = EncoderDecoderASR.from_hparams(source="speechbrain/asr-crdnn-transformerlm-librispeech")
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  asr_model.transcribe_file("path_to_your_file.wav")
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  ```
 
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  Please notice that we encourage you to read our tutorials and learn more about
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  [SpeechBrain](https://speechbrain.github.io).
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+ ### Transcribing your own audio files (in English)
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  ```python
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  from speechbrain.pretrained import EncoderDecoderASR
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+ asr_model = EncoderDecoderASR.from_hparams(source="speechbrain/asr-crdnn-transformerlm-librispeech", savedir="pretrained_models/asr-crdnn-transformerlm-librispeech")
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  asr_model.transcribe_file("path_to_your_file.wav")
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  ```