├── Embedding_SQLI_Normalization_split.ipynb ├── Embedding_SQLI_split.ipynb ├── Embedding_SQLI_split_roc_auc_confusion_matrix.ipynb ├── Embeddings_for_SQLI.ipynb ├── SQL injection detection CNN.ipynb ├── SQL injection detection improved prediction additional benign and sqli notebook.ipynb ├── SQL injection detection improved prediction additional benign and sqli.ipynb ├── SQL injection detection improved prediction additional benign.ipynb ├── SQL injection detection improved prediction.ipynb ├── SQLI Embeddings.ipynb ├── SQLI_1CNN_128.ipynb ├── SQLI_1_CNN_64_norm.ipynb ├── SQLI_2CNN_128.ipynb ├── SQLI_2CNN_64.ipynb ├── SQLI_2_CNN_128_norm.ipynb ├── SQLI_2_CNN_64_norm.ipynb ├── SQLI_3_CNN_128.ipynb ├── SQLI_3_CNN_128_norm.ipynb ├── SQLI_3_CNN_64.ipynb ├── SQLI_3_CNN_64_norm.ipynb ├── SQLI_ATTACK_PREDICTION.ipynb ├── Sqli_Attack_Logistic_Regression.ipynb ├── Sqli_Attack_NN.ipynb ├── Sqli_Attack_NN_.ipynb ├── Sqli_Attack_NN_recall_1.ipynb ├── benign_for_training.txt ├── gui.py ├── my_model.h5 ├── my_model_additional_data.h5 ├── my_model_additional_sqli_benign_data.h5 ├── sqli.csv ├── sqli.ipynb ├── sqli_for_training.txt ├── user_Data_predict.py ├── vectorizer ├── vectorizer_additional_data └── vectorizer_additional_sqli_benign_data /Embedding_SQLI_Normalization_split.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/Embedding_SQLI_Normalization_split.ipynb -------------------------------------------------------------------------------- /Embedding_SQLI_split.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/Embedding_SQLI_split.ipynb -------------------------------------------------------------------------------- /Embedding_SQLI_split_roc_auc_confusion_matrix.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/Embedding_SQLI_split_roc_auc_confusion_matrix.ipynb -------------------------------------------------------------------------------- /Embeddings_for_SQLI.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/Embeddings_for_SQLI.ipynb -------------------------------------------------------------------------------- /SQL injection detection CNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQL injection detection CNN.ipynb -------------------------------------------------------------------------------- /SQL injection detection improved prediction additional benign and sqli notebook.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQL injection detection improved prediction additional benign and sqli notebook.ipynb -------------------------------------------------------------------------------- /SQL injection detection improved prediction additional benign and sqli.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQL injection detection improved prediction additional benign and sqli.ipynb -------------------------------------------------------------------------------- /SQL injection detection improved prediction additional benign.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQL injection detection improved prediction additional benign.ipynb -------------------------------------------------------------------------------- /SQL injection detection improved prediction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQL injection detection improved prediction.ipynb -------------------------------------------------------------------------------- /SQLI Embeddings.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI Embeddings.ipynb -------------------------------------------------------------------------------- /SQLI_1CNN_128.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_1CNN_128.ipynb -------------------------------------------------------------------------------- /SQLI_1_CNN_64_norm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_1_CNN_64_norm.ipynb -------------------------------------------------------------------------------- /SQLI_2CNN_128.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_2CNN_128.ipynb -------------------------------------------------------------------------------- /SQLI_2CNN_64.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_2CNN_64.ipynb -------------------------------------------------------------------------------- /SQLI_2_CNN_128_norm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_2_CNN_128_norm.ipynb -------------------------------------------------------------------------------- /SQLI_2_CNN_64_norm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_2_CNN_64_norm.ipynb -------------------------------------------------------------------------------- /SQLI_3_CNN_128.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_3_CNN_128.ipynb -------------------------------------------------------------------------------- /SQLI_3_CNN_128_norm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_3_CNN_128_norm.ipynb -------------------------------------------------------------------------------- /SQLI_3_CNN_64.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_3_CNN_64.ipynb -------------------------------------------------------------------------------- /SQLI_3_CNN_64_norm.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_3_CNN_64_norm.ipynb -------------------------------------------------------------------------------- /SQLI_ATTACK_PREDICTION.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/SQLI_ATTACK_PREDICTION.ipynb -------------------------------------------------------------------------------- /Sqli_Attack_Logistic_Regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/Sqli_Attack_Logistic_Regression.ipynb -------------------------------------------------------------------------------- /Sqli_Attack_NN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/Sqli_Attack_NN.ipynb -------------------------------------------------------------------------------- /Sqli_Attack_NN_.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/Sqli_Attack_NN_.ipynb -------------------------------------------------------------------------------- /Sqli_Attack_NN_recall_1.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/Sqli_Attack_NN_recall_1.ipynb -------------------------------------------------------------------------------- /benign_for_training.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/benign_for_training.txt -------------------------------------------------------------------------------- /gui.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/gui.py -------------------------------------------------------------------------------- /my_model.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/my_model.h5 -------------------------------------------------------------------------------- /my_model_additional_data.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/my_model_additional_data.h5 -------------------------------------------------------------------------------- /my_model_additional_sqli_benign_data.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/my_model_additional_sqli_benign_data.h5 -------------------------------------------------------------------------------- /sqli.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/sqli.csv -------------------------------------------------------------------------------- /sqli.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/sqli.ipynb -------------------------------------------------------------------------------- /sqli_for_training.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/sqli_for_training.txt -------------------------------------------------------------------------------- /user_Data_predict.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/user_Data_predict.py -------------------------------------------------------------------------------- /vectorizer: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/vectorizer -------------------------------------------------------------------------------- /vectorizer_additional_data: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/vectorizer_additional_data -------------------------------------------------------------------------------- /vectorizer_additional_sqli_benign_data: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/SaqlainHussainShah/SQLi-Detection-using-Machine-Learning/HEAD/vectorizer_additional_sqli_benign_data --------------------------------------------------------------------------------