Index _ | A | B | C | E | F | G | H | I | J | L | M | N | O | P | R | S | T | Z _ __init__() (BaseClassification method) (BaseRegressionModel method) (ExponentialRegression method) (LinearRegression method) (LogisticRegression method) (LogisticRegressionRBF method) (NueSGD method) (PolynomialRegression method) (SimulatedAnnealing method) (SVM method) _fit_pegasos() (SVM method) _fit_sgd() (SVM method) A accuracy() (in module nueramic_mathml.ml.metrics) auc_roc() (in module nueramic_mathml.ml.metrics) B BaseClassification (class in nueramic_mathml.ml.classification) BaseRegressionModel (class in nueramic_mathml.ml.regression) best_threshold() (in module nueramic_mathml.ml.metrics) bfgs() (in module nueramic_mathml.multi_optimize) binary_classification_report() (in module nueramic_mathml.ml.metrics) brent() (in module nueramic_mathml.one_optimize) C constrained_lagrangian_solver() (in module nueramic_mathml.multi_optimize) E ExponentialRegression (class in nueramic_mathml.ml.regression) F f_score() (in module nueramic_mathml.ml.metrics) fit() (BaseRegressionModel method) (ExponentialRegression method) (LogisticRegression method) (LogisticRegressionRBF method) (SVM method) forward() (BaseRegressionModel method) (ExponentialRegression method) (LogisticRegression method) (LogisticRegressionRBF method) (SVM method) fpr() (in module nueramic_mathml.ml.metrics) G gd_constant() (in module nueramic_mathml.multi_optimize) gd_frac() (in module nueramic_mathml.multi_optimize) gd_optimal() (in module nueramic_mathml.multi_optimize) gen_animated_surface() (in module nueramic_mathml.visualize.multi_animation) gen_animation_brent() (in module nueramic_mathml.visualize.one_animation) gen_animation_gss() (in module nueramic_mathml.visualize.one_animation) gen_animation_spi() (in module nueramic_mathml.visualize.one_animation) gen_classification_plot() (in module nueramic_mathml.visualize.ml_animation) gen_regression_plot() (in module nueramic_mathml.visualize.ml_animation) gen_simple_gradient() (in module nueramic_mathml.visualize.multi_animation) golden_section_search() (in module nueramic_mathml.one_optimize) gradient() (in module nueramic_mathml.calculus) H hessian() (in module nueramic_mathml.calculus) HistorySA (class in nueramic_mathml.ml.optimize) I init_weights() (BaseRegressionModel method) (LogisticRegression method) (SVM method) iteration (HistorySA attribute) J jacobian() (in module nueramic_mathml.calculus) L LinearRegression (class in nueramic_mathml.ml.regression) log_barrier_solver() (in module nueramic_mathml.multi_optimize) LogisticRegression (class in nueramic_mathml.ml.classification) LogisticRegressionRBF (class in nueramic_mathml.ml.classification) loss (HistorySA attribute) M mae() (in module nueramic_mathml.ml.metrics) make_contour() (in module nueramic_mathml.visualize.multi_animation) make_phi_matrix() (LogisticRegressionRBF method) make_surface() (in module nueramic_mathml.visualize.multi_animation) mape() (in module nueramic_mathml.ml.metrics) metrics_tab() (BaseClassification method) (BaseRegressionModel method) module nueramic_mathml.calculus nueramic_mathml.ml.classification nueramic_mathml.ml.optimize mse() (in module nueramic_mathml.ml.metrics) N nonlinear_cgm() (in module nueramic_mathml.multi_optimize) nueramic_mathml.calculus module nueramic_mathml.ml.classification module nueramic_mathml.ml.optimize module NueSGD (class in nueramic_mathml.ml.optimize) O optimize() (NueSGD method) (SimulatedAnnealing method) optimize_generator() (SimulatedAnnealing method) P parabolic_coefficients() (in module nueramic_mathml.visualize.one_animation) point (HistorySA attribute) PolynomialRegression (class in nueramic_mathml.ml.regression) precision() (in module nueramic_mathml.ml.metrics) predict() (LogisticRegression method) (LogisticRegressionRBF method) (SVM method) primal_dual_interior() (in module nueramic_mathml.multi_optimize) R r2_score() (in module nueramic_mathml.ml.metrics) recall() (in module nueramic_mathml.ml.metrics) regression_report() (in module nueramic_mathml.ml.metrics) roc_curve() (in module nueramic_mathml.ml.metrics) roc_curve_plot() (in module nueramic_mathml.visualize.ml_animation) S scaler() (SVM method) SimulatedAnnealing (class in nueramic_mathml.ml.optimize) step() (NueSGD method) successive_parabolic_interpolation() (in module nueramic_mathml.one_optimize) SVM (class in nueramic_mathml.ml.classification) T transfer_history_gss() (in module nueramic_mathml.visualize.one_animation) transform() (BaseRegressionModel static method) (PolynomialRegression method) type_ball (HistorySA attribute) Z zero_grad() (NueSGD method)