├── Chapter 1 ├── VIX_Analysis.py └── VIX_Data.xlsx ├── Chapter 10 └── 1_DDQN.py ├── Chapter 11 ├── 1_Indirect_LSTM_Model.py ├── 2_Direct_MPF_LSTM_Model.py ├── 3_Recursive_MPF_LSTM_Model.py ├── 4_LSTM_Model_Technical_Indicators_Inputs.py ├── 5_LSTM_Volatility_Model_Bitcoin.py ├── 6_Dynamic_Plotting_Model_LSTM.py ├── Bitcoin_Daily_Historical_Data.xlsx └── ISM_PMI.xlsx ├── Chapter 3 ├── 1_Central_Tendency_Measures.py ├── 2_Variability_Measures.py ├── 3_Shape_Measures.py ├── 4_Data_Visualization.py ├── 5_Correlation.py ├── 6_Stationarity.py ├── UK CPI.xlsx └── US CPI.xlsx ├── Chapter 7 ├── 0_Alternative_Historical_Data_Request.py ├── 1_Dummy_Regression.py ├── 2_Linear_Regression.py ├── 3_Support_Vector_Regression.py ├── 4_SGD_Regression.py ├── 5_KNN_Regression.py ├── 6_Decision_Tree_Regression.py ├── 7_Random_Forest_Regression.py ├── 8_Adaboost_Regression.py └── 9_XGBoost_Regression.py ├── Chapter 8 ├── 1_MLP_Regression.py ├── 2_RNN_Regression.py ├── 3_LSTM_Regression.py ├── 4_CNN_Regression.py ├── 5_Dynamic_Loss_Curve.py ├── X_Linear_Regression_Sine_Model.py └── X_MLP_Regression_Sine_Model.py ├── Chapter 9 ├── 1_Fractional_Differentiation.py ├── 2_Forecasting_Threshold.py ├── 3_Continuous_Retraining.py ├── 4_Recursive_MPF.py ├── 5_Direct_MPF.py ├── 6_Regularization.py ├── ISM_PMI.xlsx └── Temperature_Basel.xlsx ├── Historical Data ├── APPLE_MICROSOFT.xlsx ├── COT_CAD.xlsx ├── COT_EUR.xlsx ├── COT_GBP.xlsx ├── COT_JPY.xlsx ├── Daily_EURUSD_Historical_Data.xlsx ├── Daily_GBPUSD_Historical_Data.xlsx ├── Daily_USDCHF_Historical_Data.xlsx ├── Daily_USDJPY_Historical_Data.xlsx ├── Hourly_EURUSD_Historical_Data.xlsx ├── Hourly_GBPUSD_Historical_Data.xlsx ├── Hourly_USDCHF_Historical_Data.xlsx ├── Hourly_USDJPY_Historical_Data.xlsx ├── ISM_PMI.xlsx ├── README.txt ├── RSI_Values.xlsx └── Temperature_Basel.xlsx ├── README.md └── master_function.py /Chapter 1/VIX_Analysis.py: -------------------------------------------------------------------------------- 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