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  Hindi-Punk is a fine-tuned model based on BERT MuRIL (Multilingual Representations for Indian Languages), specifically designed for adding punctuation to Hindi text. Leveraging the powerful capabilities of Google's MuRIL, which excels in understanding and representing multiple Indian languages, Hindi-Punk offers precise punctuation prediction for Hindi, making it a highly effective tool for natural language processing applications involving Hindi text.
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  ## Getting Started
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  To use the Hindi-Punk model, you'll need to have Python installed on your system along with PyTorch and the Hugging Face Transformers library. If you don't have them installed, you can install them using pip:
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  ```bash
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  pip install torch transformers
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  ```
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  ## Using the Model
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  ### Step 1: Import Required Libraries
 
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  Hindi-Punk is a fine-tuned model based on BERT MuRIL (Multilingual Representations for Indian Languages), specifically designed for adding punctuation to Hindi text. Leveraging the powerful capabilities of Google's MuRIL, which excels in understanding and representing multiple Indian languages, Hindi-Punk offers precise punctuation prediction for Hindi, making it a highly effective tool for natural language processing applications involving Hindi text.
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  ## Getting Started
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  To use the Hindi-Punk model, you'll need to have Python installed on your system along with PyTorch and the Hugging Face Transformers library. If you don't have them installed, you can install them using pip:
 
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  ```bash
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  pip install torch transformers
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  ```
 
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  ## Using the Model
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  ### Step 1: Import Required Libraries