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README.md
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The model shows a significant reduction in training loss over the first 100 steps, indicating good convergence during the fine-tuning process. After step 100, the training loss becomes more stable but continues to fluctuate slightly. Overall, the model achieved a low loss by the final training step, suggesting effective learning and adaptation to the task of classifying SQL injections.
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## Technical Specifications
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### Model Architecture and Objective
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- **Training Framework:** PEFT.
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## Glossary
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- **SQL Injection**: A type of attack where malicious SQL statements are executed in an application’s database.
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- **PEFT**: Parameter Efficient Fine-Tuning, a technique used for fine-tuning large models with fewer parameters.
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## Model Card Authors
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Shukdev Datta
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## Model Card Contact
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The model shows a significant reduction in training loss over the first 100 steps, indicating good convergence during the fine-tuning process. After step 100, the training loss becomes more stable but continues to fluctuate slightly. Overall, the model achieved a low loss by the final training step, suggesting effective learning and adaptation to the task of classifying SQL injections.
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## Technical Specifications
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### Model Architecture and Objective
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- **Training Framework:** PEFT.
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## Glossary
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- **SQL Injection**: A type of attack where malicious SQL statements are executed in an application’s database.
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- **PEFT**: Parameter Efficient Fine-Tuning, a technique used for fine-tuning large models with fewer parameters.
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## Model Card Authors
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Shukdev Datta(https://www.linkedin.com/in/shukdev-datta-729767144/)
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## Model Card Contact
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