AI实战-贷款审批财务风险评估分类数据集分析预测实例（含19个源代码+5.33 MB完整的数据集）.zip

AI实战-贷款审批财务风险评估分类数据集分析预测实例（含19个源代码+5.33 MB完整的数据集） 代码手工整理，无语法错误，可运行。 包括：19个代码，共149.80 KB；数据大小：2个文件共5.33 MB。 使用到的模块： os warnings matplotlib.pyplot seaborn pandas numpy sklearn.model_selection.train_test_split sklearn.preprocessing.OneHotEncoder sklearn.preprocessing.MinMaxScaler sklearn.preprocessing.StandardScaler sklearn.compose.ColumnTransformer sklearn.metrics.classification_report sklearn.metrics.roc_auc_score sklearn.metrics.ConfusionMatrixDisplay sklearn.metrics.f1_score sklearn.metrics.accuracy_score tensorflow tensorflow.keras.models.Sequential tensorflow.keras.layers.Dense tensorflow.keras.layers.Input tensorflow.keras.layers.PReLU tensorflow.keras.layers.LeakyReLU tensorflow.keras.callbacks.EarlyStopping tensorflow.keras.callbacks.ReduceLROnPlateau tensorflow.keras.utils.plot_model sklearn.preprocessing.LabelEncoder sklearn.decomposition.PCA sklearn.linear_model.LinearRegression sklearn.linear_model.Lasso sklearn.svm.SVR sklearn.preprocessing.PolynomialFeatures sklearn.metrics.mean_squared_error sklearn.metrics.r2_score sklearn sklearn.pipeline.Pipeline sklearn.ensemble.RandomForestClassifier sklearn.preprocessing.FunctionTransformer sklearn.metrics.precision_score sklearn.metrics.recall_score imblearn.over_sampling.SMOTE xgboost.XGBClassifier sklearn.metrics.confusion_matrix sklearn.preprocessing.PowerTransformer sklearn.linear_model.LogisticRegression sklearn.tree.DecisionTreeClassifier sklearn.ensemble.AdaBoostClassifier sklearn.ensemble.GradientBoostingClassifier sklearn.linear_model.Ridge sklearn.linear_model.ElasticNet sklearn.tree.DecisionTreeRegressor sklearn.ensemble.RandomForestRegressor sklearn.ensemble.AdaBoostRegressor sklearn.ensemble.GradientBoostingRegressor xgboost.XGBRegressor sklearn.metrics.cohen_kappa_score sklearn.metrics.roc_curve sklearn.metrics.mean_absolute_error sklearn.metrics.mean_absolute_percentage_error sklearn.model_selection.GridSearchCV kagglehub statsmodels.api sklearn.svm.SVC sklearn.neighbors.KNeighborsClassifier sklearn.neural_network.MLPClassifier sklearn.model_selection.cross_val_score sklearn.exceptions.NotFittedError sklearn.linear_model.LogisticRegressionCV sklearn.tree.ExtraTreeClassifier lightgbm.LGBMClassifier xgboost sklearn.metrics.auc sklearn.metrics.( tensorflow.keras.optimizers.Adam bokeh.plotting.figure bokeh.plotting.show bokeh.plotting.output_notebook psynlig.plot_correlation_heatmap keras.layers.Dense keras.layers.Input scipy.stats.chi2_contingency statsmodels.stats.outliers_influence.variance_inflation_factor statsmodels.tools.tools.add_constant sklearn.model_selection.ShuffleSplit sklearn.model_selection.RandomizedSearchCV sklearn.impute.SimpleImputer