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@@ -25,6 +25,8 @@ This model is a fine-tuned version of [Helsinki-NLP/opus-mt-ko-en](https://huggi
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  For more information on how it was created, check out the following link: https://github.com/DunnBC22/NLP_Projects/blob/main/Machine%20Translation/Korean%20to%20English%20(Korean%20Parallel%20Corpora)/Korean_Parallel_Corpora_OPUS_Translation_Project.ipynb
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  ### Intended uses & limitations
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  This model is intended to demonstrate my ability to solve a complex problem using technology.
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  Dataset Source: https://huggingface.co/datasets/Moo/korean-parallel-corpora
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  ## Training procedure
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  ### Training hyperparameters
 
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  For more information on how it was created, check out the following link: https://github.com/DunnBC22/NLP_Projects/blob/main/Machine%20Translation/Korean%20to%20English%20(Korean%20Parallel%20Corpora)/Korean_Parallel_Corpora_OPUS_Translation_Project.ipynb
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+ * I apologize in advance if any of the generated text is less than stellar. I am well intentioned, but sometimes the technology can generate some strange outputs.
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  ### Intended uses & limitations
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  This model is intended to demonstrate my ability to solve a complex problem using technology.
 
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  Dataset Source: https://huggingface.co/datasets/Moo/korean-parallel-corpora
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+ ### Histogram of Korean Input Word Counts
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+ ![German Word Count of Input Text](https://github.com/DunnBC22/NLP_Projects/raw/main/Machine%20Translation/Korean%20to%20English%20(Korean%20Parallel%20Corpora)/Images/Histogram%20of%20Korean%20Word%20Counts.png)
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+ ### Histogram of English Input Word Counts
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+ ![English Word Count of Input Text](https://github.com/DunnBC22/NLP_Projects/raw/main/Machine%20Translation/Korean%20to%20English%20(Korean%20Parallel%20Corpora)/Images/Histogram%20of%20English%20Word%20Counts.png)
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  ## Training procedure
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  ### Training hyperparameters