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Title: Speech Recognition using Transformers in Python - The Python Code

Open Graph Title: Speech Recognition using Transformers in Python - The Python Code

X Title: Speech Recognition using Transformers in Python - The Python Code

Description: Learn how to perform speech recognition using wav2vec2 and whisper transformer models with the help of Huggingface transformers library in Python.

Open Graph Description: Learn how to perform speech recognition using wav2vec2 and whisper transformer models with the help of Huggingface transformers library in Python.

X Description: Learn how to perform speech recognition using wav2vec2 and whisper transformer models with the help of Huggingface transformers library in Python.

Opengraph URL: https://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python

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authorAbdeladim Fadheli
date2021-11-25T09:40:53.794000+00:00
categoryMachine Learning, Natural Language Processing
og:typewebsite
og:imagehttps://thepythoncode.com/media/articles/speech-recognition-using-huggingface-transformers-in-python.jpg
og:image:width600
og:image:height315
twitter:cardsummary_large_image
twitter:imagehttps://thepythoncode.com/media/articles/speech-recognition-using-huggingface-transformers-in-python.jpg
twitter:image:altSpeech Recognition using Transformers in Python

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https://colab.research.google.com/drive/1MBG-Syz0ZMsugGKdRFt7UuOKzupdk3EK?usp=sharing
Huggingface Transformershttps://github.com/huggingface/transformers
this speech recognition comprehensive tutorialhttps://thepythoncode.com/article/speech-recognition-in-python
Wav2Vec2https://arxiv.org/abs/2006.11477
LibriSpeechhttps://www.openslr.org/12/
the Wav2Vec2 paperhttps://arxiv.org/abs/2006.11477
Whisperhttps://arxiv.org/abs/2212.04356
the Whisper paperhttps://arxiv.org/abs/2212.04356
Getting Startedhttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#getting-started
Using Wav2Vec 2.0 Modelshttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#wav2vec2
Loading the Modelhttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#wav2vec2-loading-the-model
Preparing the Audio Filehttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#wav2vec2-preparing-the-audio
Performing Inferencehttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#wav2vec2-performing-inference
Wrapping up the Codehttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#wav2vec2-wrapping-code
Using Whisper Modelshttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#whisper
Loading the Modelhttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#whisper-loading-the-model
Preparing the Audio Filehttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#whisper-preparing-the-audio
Performing Inferencehttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#whisper-performing-inference
Wrapping up the Codehttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#whisper-wrapping-code
Transcribing your Voicehttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#transcribing-your-voice
Transcribing Long Audio Sampleshttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#transcribing-long-audio
Conclusionhttps://thepythoncode.com/article/speech-recognition-using-huggingface-transformers-in-python#conclusion
torchaudiohttps://pytorch.org/audio/stable/index.html
Word Error Rate (WER)https://en.wikipedia.org/wiki/Word_error_rate
herehttps://huggingface.co/jonatasgrosman
Connectionist Temporal Classification (CTC)https://en.wikipedia.org/wiki/Connectionist_temporal_classification
Resamplehttps://pytorch.org/audio/stable/transforms.html#resample
torchaudio.transformshttps://pytorch.org/audio/stable/transforms.html
openai/whisper-tinyhttps://huggingface.co/openai/whisper-tiny
openai/whisper-tiny.enhttps://huggingface.co/openai/whisper-tiny.en
openai/whisper-basehttps://huggingface.co/openai/whisper-base
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openai/whisper-medium.enhttps://huggingface.co/openai/whisper-medium.en
openai/whisper-large-v2https://huggingface.co/openai/whisper-large-v2
WhisperProcessorhttps://huggingface.co/docs/transformers/model_doc/whisper#transformers.WhisperProcessor
WhisperForConditionalGenerationhttps://huggingface.co/docs/transformers/model_doc/whisper#transformers.WhisperForConditionalGeneration
openai/whisper-tinyhttps://huggingface.co/openai/whisper-tiny
the text generation tutorialhttps://thepythoncode.com/article/text-generation-with-transformers-in-python
🤗 https://huggingface.co/docs/transformers/main_classes/pipelines
pipeline APIhttps://huggingface.co/docs/transformers/main_classes/pipelines
this posthttps://huggingface.co/blog/asr-chunking
pipeline APIhttps://huggingface.co/docs/transformers/main_classes/pipelines
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Conversational AI Chatbot with Transformers in Pythonhttps://thepythoncode.com/article/conversational-ai-chatbot-with-huggingface-transformers-in-python
Learn how to use Huggingface transformers library to generate conversational responses with the pretrained DialoGPT model in Python.https://thepythoncode.com/article/conversational-ai-chatbot-with-huggingface-transformers-in-python
https://thepythoncode.com/article/text-summarization-using-huggingface-transformers-python
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Learn how to use Huggingface transformers and PyTorch libraries to summarize long text, using pipeline API and T5 transformer model in Python.https://thepythoncode.com/article/text-summarization-using-huggingface-transformers-python
https://thepythoncode.com/article/machine-translation-using-huggingface-transformers-in-python
Machine Translation using Transformers in Pythonhttps://thepythoncode.com/article/machine-translation-using-huggingface-transformers-in-python
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