PythonNumericalDemos:用于空间数据分析、地质统计和机器学习的有据可查的 Python 演示，以支持我的课程
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2021-07-24
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PythonNumericalDemos:用于空间数据分析、地质统计和机器学习的有据可查的 Python 演示，以支持我的课程 （141个子文件） 
DT_Demo.ipynb 3.22MB make_nonlinear_MV_spatial_data.ipynb 3.17MB make_nonlinear_MV_spatial_data_v3.ipynb 2.85MB GeostatsPy_simulation_postsim.ipynb 2.69MB SubsurfaceDataAnalytics_EnsembleTrees.ipynb 2.56MB SubsurfaceDataAnalytics_Convolution_Operators.ipynb 2.41MB SubsurfaceDataAnalytics_advanced_clustering.ipynb 2.39MB GeostatsPy_simulation.ipynb 2.18MB SubsurfaceDataAnalytics_Feature_Ranking.ipynb 2.05MB GeostatsPy_kriging.ipynb 1.97MB PythonDataBasics_Feature_Ranking.ipynb 1.9MB SubsurfaceDataAnalytics_Gradient_Boosting.ipynb 1.79MB Experiential_DecisionTree.ipynb 1.71MB SubsurfaceDataAnalytics_kNearestNeighbour.ipynb 1.64MB SubsurfaceDataAnalytics_PCA.ipynb 1.56MB GeostatsPy_spatial_updating.ipynb 1.34MB SubsurfaceDataAnalytics_TimeSeries.ipynb 1.29MB PCA_Demo.ipynb 1.26MB SubsurfaceDataAnalytics_MultipleModelsSimple.ipynb 1.24MB SubsurfaceDataAnalytics_ConvolutionalNeuralNetworks_Classfier.ipynb 1.23MB SubsurfaceDataAnalytics_Feature_Imputation.ipynb 1.19MB SubsurfaceDataAnalytics_Gridded_Data.ipynb 1.19MB GeostatsPy_sisim.ipynb 1.17MB GeostatsPy_variable_ranking.ipynb 1.12MB SubsurfaceDataAnalytics_DecisionTree.ipynb 1.11MB SubsurfaceDataAnalytics_ConditionalGenerativeAdversarialNetwork.ipynb 1.08MB PythonDataBasics_ndarrays.ipynb 1.06MB GeostatsPy_volume_variance.ipynb 1.03MB PythonDataBasics_MachineLearning.ipynb 1.01MB SubsurfaceDataAnalytics_Multidimensional_Scaling.ipynb 1004KB GeostatsPy_synthetic_well_maker.ipynb 988KB SubsurfaceDataAnalytics_NeuralNet.ipynb 955KB SubsurfaceDataAnalytics_MultidimensionalScaling_Cities.ipynb 937KB SubsurfaceDataAnalytics_BayesianRegression.ipynb 912KB GeostatsPy_transformations.ipynb 900KB Variogram.ipynb 898KB Ripley_K_demo.ipynb 869KB PythonDataBasics_Pipelines.ipynb 829KB SubsurfaceDataAnalytics_MultipleModels.ipynb 813KB SubsurfaceDataAnalytics_Multivariate.ipynb 812KB GeostatsPy_univariate_simulation.ipynb 805KB GeostatsPy_ensemble_declustering.ipynb 805KB make_planview2D_spatial_data.ipynb 786KB PyGSLIB_declus_python_demo.ipynb 778KB SubsurfaceDataAnalytics_scikit_learn.ipynb 763KB GeostatsPy_plottingdata.ipynb 763KB GeostatsPy_multivariate.ipynb 750KB SubsurfaceDataAnalytics_GenerativeAdversarialNetwork.ipynb 728KB SubsurfaceDataAnalytics_PolygonalRegression.ipynb 725KB SuportVectorMachines.ipynb 708KB GeostatsPy_trends.ipynb 629KB SubsurfaceDataAnalytics_ConvolutionalNeuralNetworks.ipynb 623KB SubsurfaceDataAnalytics_SupportVectorMachines.ipynb 605KB SubsurfaceDataAnalytics_Clustering.ipynb 593KB GeostatsPy_variogram_modeling.ipynb 583KB Declustering.ipynb 583KB Interactive_Variogram_Modeling.ipynb 548KB SubsurfaceDataAnalytics_clustering.ipynb 544KB Interactive_Optimization.ipynb 513KB GeostatsPy_indicator_kriging.ipynb 510KB Interactive_PCA.ipynb 424KB Interactive_Shapley_Values.ipynb 415KB SubsurfaceDataAnalytics_ConvolutionalNeuralNetworks_Classifier_Scale.ipynb 408KB GeostatsPy_inv_distance.ipynb 401KB SubsurfaceDataAnalytics_RidgeRegression.ipynb 383KB SubsurfaceDataAnalytics_NaiveBayes.ipynb 380KB Convolution_Simulation_Demo.ipynb 358KB SubsurfaceDataAnalytics_Lasso.ipynb 356KB GeostatsPy_spatial_continuity_directions.ipynb 349KB GeostatsPy_overfit.ipynb 341KB PythonDataBasics_BoostrapHypothesis.ipynb 336KB GeostatsPy_declustering.ipynb 330KB PythonDataBasics_Bootstrap.ipynb 322KB PythonDataBasics_BootstrapConfidence.ipynb 320KB PythonDataBasics_Univariate_Visualization.ipynb 311KB SubsurfaceDataAnalytics_ConvolutionalNeuralNetworks_Classifier_LocationInvariance.ipynb 307KB Interactive_Variogram_Calculation.ipynb 290KB SubsurfaceDataAnalytics_Feature_Transformations.ipynb 279KB Interactive_Variogram_Calculation_Modeling.ipynb 276KB Lorenz_coefficient_demo.ipynb 274KB SubsurfaceDataAnalytics_bootstrap.ipynb 274KB GeostatsPy_variogram_calculation.ipynb 259KB SubsurfaceDataAnalytics_Basic_Data_Loading_Display.ipynb 259KB Lorenz_coefficient_function.ipynb 221KB Interactive_Distribution_Transformations.ipynb 204KB PythonDataBasics_DistributionsTransformations.ipynb 203KB SubsurfaceDataAnalytics_ConvolutionalNeuralNetworks_Classifier_VerySimple.ipynb 200KB SubsurfaceDataAnalytics_Gradient_Boosting_Simple.ipynb 199KB make_nonlinear_facies.ipynb 199KB PythonDataBasics_ParametricDistributions.ipynb 191KB GeostatsPy_datadistributions.ipynb 176KB SubsurfaceDataAnalytics_IsotonicRegression.ipynb 171KB Interactive_Spectral_Clustering.ipynb 170KB GeostatsPy_bootstrap.ipynb 159KB PyGSLIB_variogram_python_demo.ipynb 157KB SubsurfaceDataAnalytics_LinearRegression.ipynb 145KB Spatial_Bootstrap.ipynb 134KB PythonDataBasics_DataFrame.ipynb 130KB SubsurfaceDataAnalytics_NeuralNetv2.ipynb 129KB Interactive_Uncertainty_Checking.ipynb 120KB共 141 条
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