├── .circleci └── config.yml ├── .gitignore ├── .idea ├── dbnavigator.xml ├── inspectionProfiles │ ├── Project_Default.xml │ └── profiles_settings.xml ├── modules.xml ├── wafer_circleci.iml └── workspace.xml ├── DataTransform_Training ├── DataTransformation.py ├── __init__.py └── __pycache__ │ ├── DataTransformation.cpython-36.pyc │ └── DataTransformation.cpython-37.pyc ├── DataTransformation_Prediction ├── DataTransformationPrediction.py ├── __init__.py └── __pycache__ │ ├── DataTransformationPrediction.cpython-36.pyc │ └── DataTransformationPrediction.cpython-37.pyc ├── DataTypeValidation_Insertion_Prediction ├── DataTypeValidationPrediction.py ├── __init__.py └── __pycache__ │ ├── DataTypeValidationPrediction.cpython-36.pyc │ └── DataTypeValidationPrediction.cpython-37.pyc ├── DataTypeValidation_Insertion_Training ├── DataTypeValidation.py ├── __init__.py └── __pycache__ │ ├── DataTypeValidation.cpython-36.pyc │ └── DataTypeValidation.cpython-37.pyc ├── Dockerfile ├── LLD ├── Problem Statement.docx ├── Screenshots │ ├── Screenshot at 2021-02-25 11-48-32.png │ ├── Screenshot at 2021-02-25 11-52-17.png │ └── Screenshot at 2021-02-25 11-52-44.png ├── wafer_fault_detection.docx ├── ~$fer_fault_detection.docx └── ~$oblem Statement.docx ├── Prediction_Batch_files ├── Wafer_13012020_141000.csv ├── Wafer_14012020_113045.csv ├── Wafer_15010_130532.csv ├── wafer_07012020_041011.csv ├── wafer_13012020_090817.csv ├── wafer_16012020_051629.csv ├── wafer_20012020_090819.csv ├── wafer_20022020_090716.csv ├── wafer_21012020_080913.csv ├── wafer_22022020_041119.csv ├── wafer_23012020_011008.csv ├── wafer_23012020_041211.csv ├── wafer_27012020_080911.csv ├── wafer_28012020_051011.csv ├── wafer_28012020_090817.csv ├── wafer_28042020_031911.csv ├── wafer_29012020_050617.csv ├── wafer_29012020_060756.csv └── wafer_31012020_090811.csv ├── Prediction_Database └── Prediction.db ├── Prediction_FileFromDB └── InputFile.csv ├── Prediction_Logs ├── DataBaseConnectionLog.txt ├── DbInsertLog.txt ├── DbTableCreateLog.txt ├── ExportToCsv.txt ├── GeneralLog.txt ├── Prediction_Log.txt ├── columnValidationLog.txt ├── dataTransformLog.txt ├── missingValuesInColumn.txt └── nameValidationLog.txt ├── Prediction_Output_File └── Predictions.csv ├── Prediction_Raw_Data_Validation ├── __init__.py ├── __pycache__ │ ├── predictionDataValidation.cpython-36.pyc │ └── predictionDataValidation.cpython-37.pyc └── predictionDataValidation.py ├── Procfile ├── README.md ├── Training_Batch_Files ├── Wafer12_20012.csv ├── Wafer_07012020_000000.csv ├── Wafer_07012020_223345.csv ├── Wafer_08012020_120000.csv ├── Wafer_10012020_131534.csv ├── Wafer_11012020_151432.csv ├── Wafer_12012020_111.csv ├── Wafer_12012020_111213.csv ├── Wafer_13012020_141000.csv ├── Wafer_14012020_113045.csv ├── Wafer_15010_130532.csv ├── Wafer_15012020_130532.csv ├── Wafer_18012020_121532.csv ├── Wafer_19012020_141432.csv ├── Wafer_20012020_135132.csv ├── Wafer_21012020_143634.csv ├── Wafer_22012020_173245.csv ├── Wafer_23012020_163456.csv ├── Wafer_24012020_150121.csv ├── Wafer_25012020_142112.csv ├── Wafer_fault_detection.csv ├── Wafer_text_130532.csv ├── Waferdefault_15010_130532.csv ├── wafer_07012020_041011.csv ├── wafer_13012020_090817.csv ├── wafer_16012020_051629.csv ├── wafer_16012020_134553.csv ├── wafer_17012020_125434.csv ├── wafer_20012020_090819.csv ├── wafer_20022020_090716.csv ├── wafer_21012020_080913.csv ├── wafer_22022020_041119.csv ├── wafer_23012020_011008.csv ├── wafer_23012020_041211.csv ├── wafer_27012020_080911.csv ├── wafer_28012020_051011.csv ├── wafer_28012020_090817.csv ├── wafer_28042020_031911.csv ├── wafer_29012020_050617.csv ├── wafer_29012020_060756.csv └── wafer_31012020_090811.csv ├── Training_Database └── Training.db ├── Training_FileFromDB └── InputFile.csv ├── Training_Logs ├── DataBaseConnectionLog.txt ├── DbInsertLog.txt ├── DbTableCreateLog.txt ├── ExportToCsv.txt ├── GeneralLog.txt ├── ModelTrainingLog.txt ├── Training_Main_Log.txt ├── columnValidationLog.txt ├── dataTransformLog.txt ├── missingValuesInColumn.txt ├── nameValidationLog.txt └── valuesfromSchemaValidationLog.txt ├── Training_Raw_data_validation ├── __init__.py ├── __pycache__ │ ├── rawValidation.cpython-36.pyc │ └── rawValidation.cpython-37.pyc └── rawValidation.py ├── __pycache__ ├── predictFromModel.cpython-37.pyc ├── prediction_Validation_Insertion.cpython-37.pyc ├── trainingModel.cpython-37.pyc └── training_Validation_Insertion.cpython-37.pyc ├── application_logging ├── __init__.py ├── __pycache__ │ ├── logger.cpython-36.pyc │ └── logger.cpython-37.pyc └── logger.py ├── best_model_finder ├── __init__.py ├── __pycache__ │ ├── tuner.cpython-36.pyc │ └── tuner.cpython-37.pyc └── tuner.py ├── data_ingestion ├── __init__.py ├── __pycache__ │ ├── data_loader.cpython-36.pyc │ ├── data_loader.cpython-37.pyc │ ├── data_loader_prediction.cpython-36.pyc │ └── data_loader_prediction.cpython-37.pyc ├── data_loader.py └── data_loader_prediction.py ├── data_preprocessing ├── __init__.py ├── __pycache__ │ ├── clustering.cpython-36.pyc │ ├── clustering.cpython-37.pyc │ ├── preprocessing.cpython-36.pyc │ ├── preprocessing.cpython-37.pyc │ └── preprocessing_pred.cpython-36.pyc ├── clustering.py └── preprocessing.py ├── file_operations ├── __init__.py ├── __pycache__ │ ├── file_methods.cpython-36.pyc │ └── file_methods.cpython-37.pyc └── file_methods.py ├── flask_monitoringdashboard.db ├── main.py ├── models ├── KMeans │ └── KMeans.sav ├── RandomForest2 │ └── RandomForest2.sav ├── XGBoost0 │ └── XGBoost0.sav └── XGBoost1 │ └── XGBoost1.sav ├── pattern.py ├── predictFromModel.py ├── prediction_Validation_Insertion.py ├── preprocessing_data ├── K-Means_Elbow.PNG └── null_values.csv ├── requirements.txt ├── runtime.txt ├── schema_prediction.json ├── schema_training.json ├── setup.py ├── templates └── index.html ├── testing.py ├── tests ├── __init__.py ├── __pycache__ │ └── test_script.cpython-37-pytest-6.2.5.pyc └── test_script.py ├── 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