Index _ | A | B | C | E | F | G | H | I | L | M | N | P | R | S | T | U | V | W | X _ __init__() (neuroscope.diagnostics.posttraining.PostTrainingEvaluator method) (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer method) (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) (neuroscope.PostTrainingEvaluator method) (neuroscope.PreTrainingAnalyzer method) (neuroscope.TrainingMonitor method) (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) A accuracy_binary() (in module neuroscope) (neuroscope.mlp.metrics.Metrics static method) accuracy_multiclass() (in module neuroscope) (neuroscope.mlp.metrics.Metrics static method) ActivationFunctions (class in neuroscope.mlp.activations) alpha_dropout() (neuroscope.mlp.activations.ActivationFunctions static method) analyze() (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer method) (neuroscope.PreTrainingAnalyzer method) analyze_architecture_sanity() (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer method) (neuroscope.PreTrainingAnalyzer method) analyze_capacity_data_ratio() (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer method) (neuroscope.PreTrainingAnalyzer method) analyze_convergence_feasibility() (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer method) (neuroscope.PreTrainingAnalyzer method) analyze_initial_loss() (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer method) (neuroscope.PreTrainingAnalyzer method) analyze_layer_capacity() (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer method) (neuroscope.PreTrainingAnalyzer method) analyze_weight_init() (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer method) (neuroscope.PreTrainingAnalyzer method) B bce() (in module neuroscope) (neuroscope.mlp.losses.LossFunctions static method) bce_with_reg() (in module neuroscope) (neuroscope.mlp.losses.LossFunctions static method) biases (neuroscope.MLP attribute) (neuroscope.mlp.mlp.MLP attribute) C cce() (in module neuroscope) (neuroscope.mlp.losses.LossFunctions static method) cce_with_reg() (in module neuroscope) (neuroscope.mlp.losses.LossFunctions static method) check_numerical_stability() (neuroscope.mlp.utils.Utils static method) compile() (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) compiled (neuroscope.MLP attribute) (neuroscope.mlp.mlp.MLP attribute) E evaluate() (neuroscope.diagnostics.posttraining.PostTrainingEvaluator method) (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) (neuroscope.PostTrainingEvaluator method) evaluate_performance() (neuroscope.diagnostics.posttraining.PostTrainingEvaluator method) (neuroscope.PostTrainingEvaluator method) evaluate_robustness() (neuroscope.diagnostics.posttraining.PostTrainingEvaluator method) (neuroscope.PostTrainingEvaluator method) evaluate_stability() (neuroscope.diagnostics.posttraining.PostTrainingEvaluator method) (neuroscope.PostTrainingEvaluator method) F f1_score() (in module neuroscope) (neuroscope.mlp.metrics.Metrics static method) fit() (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) fit_batch() (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) fit_fast() (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) format_monitoring_output() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) G get_batches() (neuroscope.mlp.utils.Utils static method) get_batches_fast() (neuroscope.mlp.utils.Utils static method) gradient_clipping() (neuroscope.mlp.utils.Utils static method) H he_init() (in module neuroscope) (neuroscope.mlp.initializers.WeightInits static method) hist (neuroscope.Visualizer attribute) (neuroscope.viz.plots.Visualizer attribute) history (neuroscope.Visualizer attribute) (neuroscope.viz.plots.Visualizer attribute) I inverted_dropout() (neuroscope.mlp.activations.ActivationFunctions static method) L leaky_relu() (in module neuroscope) (neuroscope.mlp.activations.ActivationFunctions static method) leaky_relu_derivative() (neuroscope.mlp.activations.ActivationFunctions static method) LossFunctions (class in neuroscope.mlp.losses) M mae() (in module neuroscope) (neuroscope.mlp.metrics.Metrics static method) Metrics (class in neuroscope.mlp.metrics) MLP (class in neuroscope) (class in neuroscope.mlp.mlp) model (neuroscope.diagnostics.posttraining.PostTrainingEvaluator attribute) (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer attribute) (neuroscope.PostTrainingEvaluator attribute) (neuroscope.PreTrainingAnalyzer attribute) module neuroscope neuroscope.diagnostics.posttraining neuroscope.diagnostics.pretraining neuroscope.diagnostics.training_monitors neuroscope.mlp.activations neuroscope.mlp.initializers neuroscope.mlp.losses neuroscope.mlp.metrics neuroscope.mlp.mlp neuroscope.mlp.utils neuroscope.viz.plots monitor_activation_saturation() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_exploding_gradients() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_gradient_snr() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_learning_progress() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_overfitting() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_plateau() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_relu_dead_neurons() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_step() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_vanishing_gradients() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_weight_health() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) monitor_weight_update_ratio() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) mse() (in module neuroscope) (neuroscope.mlp.losses.LossFunctions static method) (neuroscope.mlp.metrics.Metrics static method) mse_with_reg() (in module neuroscope) (neuroscope.mlp.losses.LossFunctions static method) N neuroscope module neuroscope.diagnostics.posttraining module neuroscope.diagnostics.pretraining module neuroscope.diagnostics.training_monitors module neuroscope.mlp.activations module neuroscope.mlp.initializers module neuroscope.mlp.losses module neuroscope.mlp.metrics module neuroscope.mlp.mlp module neuroscope.mlp.utils module neuroscope.viz.plots module P plot_activation_hist() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_activation_stats() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_curves_fast() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_gradient_hist() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_gradient_norms() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_gradient_stats() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_learning_curves() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_training_animation() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_update_ratios() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_weight_hist() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) plot_weight_stats() (neuroscope.Visualizer method) (neuroscope.viz.plots.Visualizer method) PostTrainingEvaluator (class in neuroscope) (class in neuroscope.diagnostics.posttraining) precision() (in module neuroscope) (neuroscope.mlp.metrics.Metrics static method) predict() (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) PreTrainingAnalyzer (class in neuroscope) (class in neuroscope.diagnostics.pretraining) PTA (in module neuroscope) PTE (in module neuroscope) R r2_score() (in module neuroscope) (neuroscope.mlp.metrics.Metrics static method) random_init() (in module neuroscope) (neuroscope.mlp.initializers.WeightInits static method) recall() (in module neuroscope) (neuroscope.mlp.metrics.Metrics static method) relu() (in module neuroscope) (neuroscope.mlp.activations.ActivationFunctions static method) relu_derivative() (neuroscope.mlp.activations.ActivationFunctions static method) reset_all() (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) reset_history() (neuroscope.diagnostics.training_monitors.TrainingMonitor method) (neuroscope.TrainingMonitor method) reset_optimizer() (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) reset_weights() (neuroscope.MLP method) (neuroscope.mlp.mlp.MLP method) results (neuroscope.diagnostics.posttraining.PostTrainingEvaluator attribute) (neuroscope.diagnostics.pretraining.PreTrainingAnalyzer attribute) (neuroscope.PostTrainingEvaluator attribute) (neuroscope.PreTrainingAnalyzer attribute) rmse() (in module neuroscope) (neuroscope.mlp.metrics.Metrics static method) S selu() (in module neuroscope) (neuroscope.mlp.activations.ActivationFunctions static method) selu_derivative() (neuroscope.mlp.activations.ActivationFunctions static method) selu_init() (in module neuroscope) (neuroscope.mlp.initializers.WeightInits static method) sigmoid() (in module neuroscope) (neuroscope.mlp.activations.ActivationFunctions static method) sigmoid_derivative() (neuroscope.mlp.activations.ActivationFunctions static method) smart_init() (neuroscope.mlp.initializers.WeightInits static method) softmax() (in module neuroscope) (neuroscope.mlp.activations.ActivationFunctions static method) T tanh() (in module neuroscope) (neuroscope.mlp.activations.ActivationFunctions static method) tanh_derivative() (neuroscope.mlp.activations.ActivationFunctions static method) TM (in module neuroscope) TrainingMonitor (class in neuroscope) (class in neuroscope.diagnostics.training_monitors) U Utils (class in neuroscope.mlp.utils) V validate_array_input() (neuroscope.mlp.utils.Utils static method) validate_layer_dims() (neuroscope.mlp.utils.Utils static method) Visualizer (class in neuroscope) (class in neuroscope.viz.plots) VIZ (in module neuroscope) W WeightInits (class in neuroscope.mlp.initializers) weights (neuroscope.MLP attribute) (neuroscope.mlp.mlp.MLP attribute) X xavier_init() (in module neuroscope) (neuroscope.mlp.initializers.WeightInits static method)