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@@ -29,7 +29,8 @@ The ImranzamanML/GEFS-language-detector is a fined tuned model by using the data
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  ## Supported languages
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  Currently this model support 4 languages for [Theum AG](https://theum.com/en/index.htm?t=)
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- ![row01](https://youtu.be/TjQhobopnrA)
 
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  Following languages supported by the model:
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  - german (de)
@@ -39,25 +40,25 @@ Following languages supported by the model:
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  ## Training Results
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- Epoch Training Loss Validation Loss
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- 1 0.002600 0.000148
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- 2 0.001000 0.000015
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- 3 0.000000 0.000011
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- 4 0.001800 0.000009
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- 5 0.002700 0.000016
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- 6 0.001600 0.000012
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- 7 0.001300 0.000009
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- 8 0.001200 0.000008
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- 9 0.000900 0.000007
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- 10 0.000900 0.000007
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  ## Testing Results
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- Language Precision Recall F1 Accuracy
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- de 0.9997 0.9998 0.9998 0.9999
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- en 1.0000 1.0000 1.0000 1.0000
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- fr 0.9995 0.9996 0.9996 0.9996
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- es 0.9994 0.9996 0.9995 0.9996
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  ## Supported languages
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  Currently this model support 4 languages for [Theum AG](https://theum.com/en/index.htm?t=)
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+ <iframe width="560" height="315" src="https://youtu.be/TjQhobopnrA" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>
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+
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  Following languages supported by the model:
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  - german (de)
 
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  ## Training Results
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+ Epoch Training Loss Validation Loss
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+ 1 0.002600 0.000148
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+ 2 0.001000 0.000015
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+ 3 0.000000 0.000011
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+ 4 0.001800 0.000009
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+ 5 0.002700 0.000016
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+ 6 0.001600 0.000012
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+ 7 0.001300 0.000009
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+ 8 0.001200 0.000008
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+ 9 0.000900 0.000007
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+ 10 0.000900 0.000007
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  ## Testing Results
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+ Language Precision Recall F1 Accuracy
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+ de 0.9997 0.9998 0.9998 0.9999
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+ en 1.0000 1.0000 1.0000 1.0000
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+ fr 0.9995 0.9996 0.9996 0.9996
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+ es 0.9994 0.9996 0.9995 0.9996
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