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@@ -51,15 +51,15 @@ Fine Tuning and Evaluation: https://github.com/frank-morales2020/MLxDL/blob/main
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  Evaluation: https://github.com/frank-morales2020/MLxDL/blob/main/Evaluator_Mistral_7B_text_to_sql.ipynb
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  Evaluation article with Chromadb: https://medium.com/@frankmorales_91352/a-comprehensive-evaluation-of-a-fine-tuned-text-to-sql-model-from-code-to-results-with-7ea59943b0a1
 
 
 
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  The article discusses evaluating this fine-tuned text-to-SQL model, a type of artificial intelligence
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  that translates natural language into SQL queries.
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  The model was trained on the "b-mc2/sql-create-context" dataset and
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  evaluated using the "gretelai/synthetic_text_to_sql" dataset.
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-
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- Evaluation article with Chromadb, PostgreSQL and the “gretelai/synthetic_text_to_sql” dataset: https://medium.com/@frankmorales_91352/evaluating-the-performance-of-a-fine-tuned-text-to-sql-model-6b7d61dcfef5
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-
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  ### Training hyperparameters
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  The following hyperparameters were used during training:
 
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  Evaluation: https://github.com/frank-morales2020/MLxDL/blob/main/Evaluator_Mistral_7B_text_to_sql.ipynb
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  Evaluation article with Chromadb: https://medium.com/@frankmorales_91352/a-comprehensive-evaluation-of-a-fine-tuned-text-to-sql-model-from-code-to-results-with-7ea59943b0a1
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+
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+ Evaluation article with Chromadb, PostgreSQL and the “gretelai/synthetic_text_to_sql” dataset:
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+ https://medium.com/@frankmorales_91352/evaluating-the-performance-of-a-fine-tuned-text-to-sql-model-6b7d61dcfef5
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  The article discusses evaluating this fine-tuned text-to-SQL model, a type of artificial intelligence
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  that translates natural language into SQL queries.
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  The model was trained on the "b-mc2/sql-create-context" dataset and
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  evaluated using the "gretelai/synthetic_text_to_sql" dataset.
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  ### Training hyperparameters
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  The following hyperparameters were used during training: