{ "model": "Multi-Layer Perceptron (Full)", "sklearn_pipeline_steps": [ "StandardScaler", "MLPClassifier" ], "hyperparameters": { "alpha": 0.001, "hidden_layer_sizes": [ 64, 32 ], "max_iter": 3000, "early_stopping": true }, "trained_on_n_samples": 8000, "input_features": [ "tau1", "tau2", "tau3", "tau4", "p1", "p2", "p3", "p4", "g1", "g2", "g3", "g4" ], "label": "1 = unstable, 0 = stable (derived from sign of the dataset's 'stab' column)", "held_out_test_metrics": { "accuracy": 0.96, "precision": 0.9693877551020408, "recall": 0.9678683385579937, "f1": 0.9686274509803922 }, "training_dataset": "UCI Electrical Grid Stability Simulated Data (Arzamasov, 2018), CC BY 4.0", "random_seed": 42 }