├── Additive_Manufacturing.ipynb ├── All_Source_Code ├── ARXTimeSeries │ ├── ARXTimeSeries.ipynb │ ├── ARXTimeSeries_1.py │ ├── ARXTimeSeries_2.py │ ├── ARXTimeSeries_3.py │ └── README.md ├── ActuatorMonitor │ ├── ActuatorMonitor.ipynb │ ├── ActuatorMonitor_1.py │ ├── ActuatorMonitor_2.py │ ├── ActuatorMonitor_3.py │ ├── ActuatorMonitor_4.py │ └── README.md ├── AdaBoost │ ├── AdaBoost.ipynb │ ├── AdaBoost_1.py │ ├── AdaBoost_2.py │ └── README.md ├── AdditiveManufacturing │ ├── AdditiveManufacturing.ipynb │ ├── AdditiveManufacturing_1.py │ └── README.md ├── AutomotiveMonitoring │ ├── AutomotiveMonitoring.ipynb │ ├── AutomotiveMonitoring_1.py │ └── README.md ├── CascadeClassifier │ ├── CascadeClassifier.ipynb │ ├── CascadeClassifier_1.py │ ├── CascadeClassifier_2.py │ ├── CascadeClassifier_3.py │ └── README.md ├── CementStrength │ └── README.md ├── ClassificationOverview │ ├── ClassificationOverview.ipynb │ ├── ClassificationOverview_1.py │ ├── ClassificationOverview_2.py │ ├── ClassificationOverview_3.py │ ├── ClassificationOverview_4.py │ ├── ClassificationOverview_5.py │ └── README.md ├── CleanseData │ ├── CleanseData.ipynb │ ├── CleanseData_1.py │ ├── CleanseData_2.py │ ├── CleanseData_3.py │ ├── CleanseData_4.py │ ├── CleanseData_5.py │ ├── CleanseData_6.py │ ├── CleanseData_7.py │ └── README.md ├── ComputerVisionIntro │ ├── ComputerVisionIntro.ipynb │ ├── ComputerVisionIntro_1.py │ ├── ComputerVisionIntro_10.py │ ├── ComputerVisionIntro_11.py │ ├── ComputerVisionIntro_12.py │ ├── ComputerVisionIntro_13.py │ ├── ComputerVisionIntro_2.py │ ├── ComputerVisionIntro_3.py │ ├── ComputerVisionIntro_4.py │ ├── ComputerVisionIntro_5.py │ ├── ComputerVisionIntro_6.py │ ├── ComputerVisionIntro_7.py │ ├── ComputerVisionIntro_8.py │ ├── ComputerVisionIntro_9.py │ └── README.md ├── CyberSecurity │ └── README.md ├── DataPreparation │ └── README.md ├── DecisionTree │ ├── DecisionTree.ipynb │ ├── DecisionTree_1.py │ ├── DecisionTree_2.py │ ├── DecisionTree_3.py │ ├── DecisionTree_4.py │ └── README.md ├── DeepLearningNeuralNetwork │ ├── DeepLearningNeuralNetwork.ipynb │ ├── DeepLearningNeuralNetwork_1.py │ ├── DeepLearningNeuralNetwork_2.py │ └── README.md ├── DeployMachineLearning │ ├── DeployMachineLearning.ipynb │ ├── DeployMachineLearning_1.py │ ├── DeployMachineLearning_10.py │ ├── DeployMachineLearning_2.py │ ├── DeployMachineLearning_3.py │ ├── DeployMachineLearning_4.py │ ├── DeployMachineLearning_5.py │ ├── DeployMachineLearning_6.py │ ├── DeployMachineLearning_7.py │ ├── DeployMachineLearning_8.py │ ├── DeployMachineLearning_9.py │ └── README.md ├── DrawClassification │ ├── DrawClassification.ipynb │ ├── DrawClassification_1.py │ └── README.md ├── FacialRecognition │ ├── FacialRecognition.ipynb │ ├── FacialRecognition_1.py │ ├── FacialRecognition_2.py │ ├── FacialRecognition_3.py │ ├── FacialRecognition_4.py │ ├── FacialRecognition_5.py │ ├── FacialRecognition_6.py │ ├── FacialRecognition_7.py │ ├── FacialRecognition_8.py │ └── README.md ├── FeatureEngineering │ ├── FeatureEngineering.ipynb │ ├── FeatureEngineering_1.py │ ├── FeatureEngineering_2.py │ ├── FeatureEngineering_3.py │ ├── FeatureEngineering_4.py │ ├── FeatureEngineering_5.py │ ├── FeatureEngineering_6.py │ ├── FeatureEngineering_7.py │ ├── FeatureEngineering_8.py │ ├── FeatureEngineering_9.py │ └── README.md ├── GatherData │ ├── GatherData.ipynb │ ├── GatherData_1.py │ ├── GatherData_10.py │ ├── GatherData_11.py │ ├── GatherData_12.py │ ├── GatherData_13.py │ ├── GatherData_14.py │ ├── GatherData_15.py │ ├── GatherData_16.py │ ├── GatherData_17.py │ ├── GatherData_18.py │ ├── GatherData_19.py │ ├── GatherData_2.py │ ├── GatherData_20.py │ ├── GatherData_21.py │ ├── GatherData_22.py │ ├── GatherData_23.py │ ├── GatherData_3.py │ ├── GatherData_4.py │ ├── GatherData_5.py │ ├── GatherData_6.py │ ├── GatherData_7.py │ ├── GatherData_8.py │ ├── GatherData_9.py │ └── README.md ├── GaussianMixtureModel │ ├── GaussianMixtureModel.ipynb │ ├── GaussianMixtureModel_1.py │ └── README.md ├── ImbalancedData │ ├── ImbalancedData.ipynb │ ├── ImbalancedData_1.py │ ├── ImbalancedData_2.py │ ├── ImbalancedData_3.py │ ├── ImbalancedData_4.py │ ├── ImbalancedData_5.py │ ├── ImbalancedData_6.py │ └── README.md ├── InstallPython │ └── README.md ├── InstallPythonPackages │ ├── InstallPythonPackages.ipynb │ ├── InstallPythonPackages_1.py │ ├── InstallPythonPackages_10.py │ ├── InstallPythonPackages_11.py │ ├── InstallPythonPackages_12.py │ ├── InstallPythonPackages_13.py │ ├── InstallPythonPackages_14.py │ ├── InstallPythonPackages_15.py │ ├── InstallPythonPackages_16.py │ ├── InstallPythonPackages_17.py │ ├── InstallPythonPackages_18.py │ ├── InstallPythonPackages_19.py │ ├── InstallPythonPackages_2.py │ ├── InstallPythonPackages_20.py │ ├── InstallPythonPackages_3.py │ ├── InstallPythonPackages_4.py │ ├── InstallPythonPackages_5.py │ ├── InstallPythonPackages_6.py │ ├── InstallPythonPackages_7.py │ ├── InstallPythonPackages_8.py │ ├── InstallPythonPackages_9.py │ └── README.md ├── KMeansClustering │ ├── KMeansClustering.ipynb │ ├── KMeansClustering_1.py │ └── README.md ├── KNearestNeighbors │ ├── KNearestNeighbors.ipynb │ ├── KNearestNeighbors_1.py │ ├── KNearestNeighbors_2.py │ ├── KNearestNeighbors_3.py │ └── README.md ├── KNearestNeighborsRegression │ ├── KNearestNeighborsRegression.ipynb │ ├── KNearestNeighborsRegression_1.py │ └── README.md ├── LSTMAutomation │ ├── LSTMAutomation.ipynb │ ├── LSTMAutomation_1.py │ ├── LSTMAutomation_2.py │ └── README.md ├── LinearRegression │ ├── LinearRegression.ipynb │ ├── LinearRegression_1.py │ ├── LinearRegression_2.py │ ├── LinearRegression_3.py │ ├── LinearRegression_4.py │ └── README.md ├── LithiumIonBatteries │ ├── LithiumIonBatteries.ipynb │ ├── LithiumIonBatteries_1.py │ └── README.md ├── LogisticRegression │ ├── LogisticRegression.ipynb │ ├── LogisticRegression_1.py │ ├── LogisticRegression_2.py │ ├── LogisticRegression_3.py │ ├── LogisticRegression_4.py │ ├── LogisticRegression_5.py │ ├── LogisticRegression_6.py │ ├── LogisticRegression_7.py │ └── README.md ├── LongShortTermMemory │ ├── LongShortTermMemory.ipynb │ ├── LongShortTermMemory_1.py │ ├── LongShortTermMemory_10.py │ ├── LongShortTermMemory_2.py │ ├── LongShortTermMemory_3.py │ ├── LongShortTermMemory_4.py │ ├── LongShortTermMemory_5.py │ ├── LongShortTermMemory_6.py │ ├── LongShortTermMemory_7.py │ ├── LongShortTermMemory_8.py │ ├── LongShortTermMemory_9.py │ └── README.md ├── MultilayerPerceptronNeuralNetwork │ ├── MultilayerPerceptronNeuralNetwork.ipynb │ ├── MultilayerPerceptronNeuralNetwork_1.py │ ├── MultilayerPerceptronNeuralNetwork_2.py │ ├── MultilayerPerceptronNeuralNetwork_3.py │ ├── MultilayerPerceptronNeuralNetwork_4.py │ ├── MultilayerPerceptronNeuralNetwork_5.py │ ├── MultilayerPerceptronNeuralNetwork_6.py │ ├── MultilayerPerceptronNeuralNetwork_7.py │ ├── MultilayerPerceptronNeuralNetwork_8.py │ ├── MultilayerPerceptronNeuralNetwork_9.py │ └── README.md ├── NaiveBayes │ ├── NaiveBayes.ipynb │ ├── NaiveBayes_1.py │ ├── NaiveBayes_2.py │ └── README.md ├── PolymerMeltFlowRate │ └── README.md ├── README.md ├── RandomForest │ ├── README.md │ ├── RandomForest.ipynb │ ├── RandomForest_1.py │ └── RandomForest_2.py ├── RoadDetection │ ├── README.md │ ├── RoadDetection.ipynb │ └── RoadDetection_1.py ├── ScaleData │ ├── README.md │ ├── ScaleData.ipynb │ ├── ScaleData_1.py │ ├── ScaleData_10.py │ ├── ScaleData_11.py │ ├── ScaleData_12.py │ ├── ScaleData_13.py │ ├── ScaleData_2.py │ ├── ScaleData_3.py │ ├── ScaleData_4.py │ ├── ScaleData_5.py │ ├── ScaleData_6.py │ ├── ScaleData_7.py │ ├── ScaleData_8.py │ └── ScaleData_9.py ├── SonarDetection │ ├── README.md │ ├── SonarDetection.ipynb │ └── SonarDetection_1.py ├── SpectralClustering │ ├── README.md │ ├── SpectralClustering.ipynb │ └── SpectralClustering_1.py ├── SplitData │ ├── README.md │ ├── SplitData.ipynb │ ├── SplitData_1.py │ ├── SplitData_2.py │ ├── SplitData_3.py │ ├── SplitData_4.py │ └── SplitData_5.py ├── StatisticsMath │ ├── README.md │ ├── StatisticsMath.ipynb │ ├── StatisticsMath_1.py │ ├── StatisticsMath_2.py │ ├── StatisticsMath_3.py │ └── StatisticsMath_4.py ├── SteelPlateFaults │ ├── README.md │ ├── SteelPlateFaults.ipynb │ ├── SteelPlateFaults_1.py │ ├── SteelPlateFaults_2.py │ ├── SteelPlateFaults_3.py │ ├── SteelPlateFaults_4.py │ ├── SteelPlateFaults_5.py │ ├── SteelPlateFaults_6.py │ ├── SteelPlateFaults_7.py │ ├── SteelPlateFaults_8.py │ └── SteelPlateFaults_9.py ├── StochasticGradientDescent │ ├── README.md │ ├── StochasticGradientDescent.ipynb │ ├── StochasticGradientDescent_1.py │ └── StochasticGradientDescent_2.py ├── SupportVectorClassifier │ ├── README.md │ ├── SupportVectorClassifier.ipynb │ ├── SupportVectorClassifier_1.py │ └── SupportVectorClassifier_2.py ├── SupportVectorRegressor │ ├── README.md │ ├── SupportVectorRegressor.ipynb │ └── SupportVectorRegressor_1.py ├── TCLabIntro │ └── README.md ├── TextureClassification │ └── README.md ├── ThermophysicalProperties │ ├── README.md │ ├── ThermophysicalProperties.ipynb │ └── ThermophysicalProperties_1.py ├── VisionDeepLearning │ ├── README.md │ ├── VisionDeepLearning.ipynb │ ├── VisionDeepLearning_1.py │ └── VisionDeepLearning_2.py ├── VisualizeData │ ├── README.md │ ├── VisualizeData.ipynb │ ├── VisualizeData_1.py │ ├── VisualizeData_10.py │ ├── VisualizeData_11.py │ ├── VisualizeData_12.py │ ├── VisualizeData_13.py │ ├── VisualizeData_14.py │ ├── VisualizeData_15.py │ ├── VisualizeData_2.py │ ├── VisualizeData_3.py │ ├── VisualizeData_4.py │ ├── VisualizeData_5.py │ ├── VisualizeData_6.py │ ├── VisualizeData_7.py │ ├── VisualizeData_8.py │ └── VisualizeData_9.py ├── WindPower │ ├── README.md │ ├── WindPower.ipynb │ └── WindPower_1.py ├── XGBoostClassifier │ ├── README.md │ ├── XGBoostClassifier.ipynb │ ├── XGBoostClassifier_1.py │ ├── XGBoostClassifier_2.py │ └── XGBoostClassifier_3.py ├── XGBoostRegressor │ ├── README.md │ ├── XGBoostRegressor.ipynb │ ├── XGBoostRegressor_1.py │ └── XGBoostRegressor_2.py ├── get_source.py └── pages.csv ├── Animate_Classifiers.ipynb ├── Animate_XGBoost.ipynb ├── Automotive ├── Automotive.ipynb ├── Automotive_lightoff.ipynb ├── Automotive_regression.ipynb └── Automotive_visualize.ipynb ├── BatteryLife.ipynb ├── Bit_Classification.ipynb ├── Cascade_Classifier.ipynb ├── ClassificationOverview.ipynb ├── Cleanse_Data.ipynb ├── Computer_Vision.ipynb ├── Concrete_Strength.ipynb ├── Concrete_Strength2.ipynb ├── Crack_Classification.ipynb ├── Cybersecurity.ipynb ├── Demo_OpenCV.py ├── Deploy_ML.ipynb ├── Draw_Classification.ipynb ├── Draw_Classification_Colab.ipynb ├── Feature_Engineering.ipynb ├── GaussianMixtureModel.ipynb ├── Hand_Tracking.ipynb ├── Hyperparameter_Optimization.ipynb ├── Imbalanced.ipynb ├── Imbalanced_Data.ipynb ├── Imbalanced_Solution.ipynb ├── Import_Export_Data.ipynb ├── LICENSE ├── LSTM_Automation.ipynb ├── LSTM_MIMO_MPC.ipynb ├── LSTM_SISO_MPC.ipynb ├── Linear_Regression_Time.ipynb ├── Lithium_Ion_Battery.ipynb ├── Logistic_Regression.ipynb ├── MFR_Regression ├── 1-Analyze_MFR.ipynb ├── 2-Visualize_MFR.ipynb ├── 3-Prepare_MFR_data.ipynb ├── 4-Regression_MFR.ipynb └── 5-Intro_TensorFlow_PyTorch.ipynb ├── MeltingPoint.ipynb ├── Projects ├── Continuous_Manufacturing │ ├── Continuous_Flow_Prediction.ipynb │ └── continuous_factory_process.zip └── Mining_Hydrosaver.ipynb ├── README.md ├── Regression.ipynb ├── Review_Math_Stats.ipynb ├── Scale_Data.ipynb ├── Soil_Classification.ipynb ├── Solutions ├── Automotive_Monitoring.ipynb ├── BatteryLifeSolution.ipynb ├── Bit_Classification.ipynb ├── Concrete_Strength │ ├── Concrete_Strength.ipynb │ └── Concrete_Strength2.ipynb ├── Cybersecurity.ipynb ├── DynOpt_Benchmarks.ipynb ├── DynOpt_Solutions.ipynb ├── Dynamic_Optimization_Solutions.ipynb ├── Energy_Benchmarks.ipynb ├── LSTM_Control │ ├── LSTM_Automation.ipynb │ ├── LSTM_SISO_MPC.ipynb │ └── lstm_control_solution.py ├── Lithium_Ion_Battery.ipynb ├── Logistic_Regression.ipynb ├── MFR_Regression │ ├── 1-Analyze_MFR.ipynb │ ├── 2-Visualize_MFR.ipynb │ ├── 3-Prepare_MFR_data.ipynb │ ├── 4-Regression_MFR.ipynb │ └── 5-Intro_TensorFlow_PyTorch.ipynb ├── Model_3var.h5 ├── Review_Math_Stats.ipynb ├── ScratchKNN_Solution.ipynb ├── Sonar_Detection_Solution.ipynb ├── Sonar_Detection_Solution.pdf ├── Steel_Plate.ipynb ├── Steel_Plate_Solution.ipynb ├── TCLab_Machine_Learning.ipynb ├── TCLab_Project_XX_Solution.zip ├── TCLab_data.csv ├── Texture_Classification.ipynb ├── Thermo_Properties │ ├── ann_gekko.py │ ├── ann_keras.py │ ├── group_contrib_data.csv │ ├── group_contrib_data.xls │ ├── linreg.py │ ├── linreg_b.txt │ ├── results_asae.py │ └── results_sum_abs_error.txt ├── Thermophysical_Properties.ipynb ├── Wind_Power │ ├── Wind_Power_Solution.ipynb │ └── Wind_Power_Solution_report.pdf └── gekko_solutions.ipynb ├── Sonar_Detection.ipynb ├── Split_Data.ipynb ├── Steel_Plate.ipynb ├── Stock_Data.ipynb ├── Summary_Statistics.ipynb ├── Texture_Classification.ipynb ├── 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-------------------------------------------------------------------------------- /All_Source_Code/CleanseData/CleanseData_5.py: -------------------------------------------------------------------------------- 1 | result = z[z['y']<5.5] -------------------------------------------------------------------------------- /All_Source_Code/CleanseData/CleanseData_6.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/CleanseData/CleanseData_6.py -------------------------------------------------------------------------------- /All_Source_Code/CleanseData/CleanseData_7.py: -------------------------------------------------------------------------------- 1 | result = z[z['x'].notnull()].fillna(0).reset_index(drop=True) -------------------------------------------------------------------------------- /All_Source_Code/CleanseData/README.md: 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-------------------------------------------------------------------------------- 1 | h,w,c = im.shape -------------------------------------------------------------------------------- /All_Source_Code/ComputerVisionIntro/ComputerVisionIntro_5.py: -------------------------------------------------------------------------------- 1 | im1 = cv.resize(im,(300,200)) -------------------------------------------------------------------------------- /All_Source_Code/ComputerVisionIntro/ComputerVisionIntro_6.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/ComputerVisionIntro/ComputerVisionIntro_6.py -------------------------------------------------------------------------------- /All_Source_Code/ComputerVisionIntro/ComputerVisionIntro_7.py: -------------------------------------------------------------------------------- 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x in faces: 2 | print(x['confidence']) -------------------------------------------------------------------------------- /All_Source_Code/FacialRecognition/FacialRecognition_5.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/FacialRecognition/FacialRecognition_5.py -------------------------------------------------------------------------------- /All_Source_Code/FacialRecognition/FacialRecognition_6.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/FacialRecognition/FacialRecognition_6.py -------------------------------------------------------------------------------- /All_Source_Code/FacialRecognition/FacialRecognition_7.py: -------------------------------------------------------------------------------- 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/All_Source_Code/GatherData/GatherData_12.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/GatherData/GatherData_12.py -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_13.py: -------------------------------------------------------------------------------- 1 | print(soup.title.text) -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_14.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/GatherData/GatherData_14.py -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_15.py: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- 1 | z = dx.join(dy,how='inner') -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_2.py: -------------------------------------------------------------------------------- 1 | # local source 2 | pd.read_csv('dx.csv') -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_20.py: -------------------------------------------------------------------------------- 1 | z = dx.join(dy,how='outer',sort=True) -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_21.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/GatherData/GatherData_21.py -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_22.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/GatherData/GatherData_22.py -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_23.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/GatherData/GatherData_23.py -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_3.py: -------------------------------------------------------------------------------- 1 | # online source 2 | pd.read_csv('http://apmonitor.com/pds/uploads/Main/dx.txt') -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_4.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/GatherData/GatherData_4.py -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_5.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/GatherData/GatherData_5.py -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_6.py: -------------------------------------------------------------------------------- 1 | d = np.genfromtxt('dx.csv',delimiter=',') 2 | print(d) -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_7.py: -------------------------------------------------------------------------------- 1 | d = np.loadtxt('dx.csv',delimiter=',',skiprows=1) 2 | print(d) -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_8.py: -------------------------------------------------------------------------------- 1 | f = open('dx.csv', 'r') 2 | for x in f: 3 | print(x) 4 | f.close() -------------------------------------------------------------------------------- /All_Source_Code/GatherData/GatherData_9.py: -------------------------------------------------------------------------------- 1 | f = open('dx.csv', 'r') 2 | x = f.read(4); print(x) 3 | f.close() -------------------------------------------------------------------------------- /All_Source_Code/GatherData/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/GatherData/README.md -------------------------------------------------------------------------------- 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/All_Source_Code/ImbalancedData/ImbalancedData.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/ImbalancedData/ImbalancedData.ipynb -------------------------------------------------------------------------------- /All_Source_Code/ImbalancedData/ImbalancedData_1.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/ImbalancedData/ImbalancedData_1.py -------------------------------------------------------------------------------- /All_Source_Code/ImbalancedData/ImbalancedData_2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/ImbalancedData/ImbalancedData_2.py -------------------------------------------------------------------------------- /All_Source_Code/ImbalancedData/ImbalancedData_3.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/ImbalancedData/ImbalancedData_3.py -------------------------------------------------------------------------------- /All_Source_Code/ImbalancedData/ImbalancedData_4.py: -------------------------------------------------------------------------------- 1 | pip install imblearn -------------------------------------------------------------------------------- /All_Source_Code/ImbalancedData/ImbalancedData_5.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/ImbalancedData/ImbalancedData_5.py -------------------------------------------------------------------------------- /All_Source_Code/ImbalancedData/ImbalancedData_6.py: 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-------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/InstallPythonPackages/InstallPythonPackages.ipynb -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_1.py: -------------------------------------------------------------------------------- 1 | pip install gekko -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_10.py: -------------------------------------------------------------------------------- 1 | pip install pandas -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_11.py: -------------------------------------------------------------------------------- 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/All_Source_Code/InstallPythonPackages/InstallPythonPackages_15.py: -------------------------------------------------------------------------------- 1 | pip install scipy -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_16.py: -------------------------------------------------------------------------------- 1 | pip install seaborn -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_17.py: -------------------------------------------------------------------------------- 1 | pip install statsmodels -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_18.py: -------------------------------------------------------------------------------- 1 | pip install tclab -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_19.py: -------------------------------------------------------------------------------- 1 | pip install tensorflow -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/APMonitor/pds/HEAD/All_Source_Code/InstallPythonPackages/InstallPythonPackages_2.py -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_20.py: -------------------------------------------------------------------------------- 1 | pip install xgboost -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_3.py: -------------------------------------------------------------------------------- 1 | pip list -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_4.py: -------------------------------------------------------------------------------- 1 | pip install beautifulsoup4 lxml -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_5.py: -------------------------------------------------------------------------------- 1 | pip install gekko -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_6.py: -------------------------------------------------------------------------------- 1 | pip install keras -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_7.py: -------------------------------------------------------------------------------- 1 | pip install matplotlib -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_8.py: -------------------------------------------------------------------------------- 1 | pip install numpy -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/InstallPythonPackages_9.py: -------------------------------------------------------------------------------- 1 | pip install opencv-python -------------------------------------------------------------------------------- /All_Source_Code/InstallPythonPackages/README.md: -------------------------------------------------------------------------------- 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