{ "proyecto": "CloudManteinAI", "tipo": "Prueba de concepto academica", "dataset": "/content/drive/MyDrive/cloudmanteinai/data/dataset_cloudmanteinai.csv", "cantidad_registros": 3000, "variable_objetivo": "riesgo_operacional", "features": [ "horas_operacion", "carga_operacional", "temperatura", "vibracion", "energia_acumulada", "historial_fallas", "severidad_operacional" ], "mejor_modelo": "Regresion Logistica", "metricas_mejor_modelo": { "modelo": "Regresion Logistica", "accuracy": 0.7616666666666667, "precision_macro": 0.6846799394151915, "recall_macro": 0.7779178301789225, "f1_macro": 0.7154983682236185, "matriz_confusion": [ [ 225, 50, 0 ], [ 58, 206, 29 ], [ 0, 6, 26 ] ], "reporte_clasificacion": { "Bajo": { "precision": 0.7950530035335689, "recall": 0.8181818181818182, "f1-score": 0.8064516129032258, "support": 275.0 }, "Medio": { "precision": 0.7862595419847328, "recall": 0.7030716723549488, "f1-score": 0.7423423423423423, "support": 293.0 }, "Alto": { "precision": 0.4727272727272727, "recall": 0.8125, "f1-score": 0.5977011494252874, "support": 32.0 }, "accuracy": 0.7616666666666667, "macro avg": { "precision": 0.6846799394151915, "recall": 0.7779178301789224, "f1-score": 0.7154983682236185, "support": 600.0 }, "weighted avg": { "precision": 0.7735681575008848, "recall": 0.7616666666666667, "f1-score": 0.7640115610605043, "support": 600.0 } } }, "metricas_todos_los_modelos": [ { "modelo": "Regresion Logistica", "accuracy": 0.7616666666666667, "precision_macro": 0.6846799394151915, "recall_macro": 0.7779178301789225, "f1_macro": 0.7154983682236185, "matriz_confusion": [ [ 225, 50, 0 ], [ 58, 206, 29 ], [ 0, 6, 26 ] ], "reporte_clasificacion": { "Bajo": { "precision": 0.7950530035335689, "recall": 0.8181818181818182, "f1-score": 0.8064516129032258, "support": 275.0 }, "Medio": { "precision": 0.7862595419847328, "recall": 0.7030716723549488, "f1-score": 0.7423423423423423, "support": 293.0 }, "Alto": { "precision": 0.4727272727272727, "recall": 0.8125, "f1-score": 0.5977011494252874, "support": 32.0 }, "accuracy": 0.7616666666666667, "macro avg": { "precision": 0.6846799394151915, "recall": 0.7779178301789224, "f1-score": 0.7154983682236185, "support": 600.0 }, "weighted avg": { "precision": 0.7735681575008848, "recall": 0.7616666666666667, "f1-score": 0.7640115610605043, "support": 600.0 } } }, { "modelo": "Gradient Boosting", "accuracy": 0.7683333333333333, "precision_macro": 0.7797366398443994, "recall_macro": 0.6517431999172615, "f1_macro": 0.6897199941360745, "matriz_confusion": [ [ 214, 61, 0 ], [ 55, 235, 3 ], [ 0, 20, 12 ] ], "reporte_clasificacion": { "Bajo": { "precision": 0.7955390334572491, "recall": 0.7781818181818182, "f1-score": 0.7867647058823529, "support": 275.0 }, "Medio": { "precision": 0.7436708860759493, "recall": 0.8020477815699659, "f1-score": 0.7717569786535303, "support": 293.0 }, "Alto": { "precision": 0.8, "recall": 0.375, "f1-score": 0.5106382978723404, "support": 32.0 }, "accuracy": 0.7683333333333333, "macro avg": { "precision": 0.7797366398443994, "recall": 0.6517431999172614, "f1-score": 0.6897199941360745, "support": 600.0 }, "weighted avg": { "precision": 0.7704480063683279, "recall": 0.7683333333333333, "f1-score": 0.7647091906584105, "support": 600.0 } } }, { "modelo": "Random Forest", "accuracy": 0.7633333333333333, "precision_macro": 0.6863999370060466, "recall_macro": 0.6856696659427035, "f1_macro": 0.6859764175940647, "matriz_confusion": [ [ 217, 58, 0 ], [ 52, 225, 16 ], [ 0, 16, 16 ] ], "reporte_clasificacion": { "Bajo": { "precision": 0.8066914498141264, "recall": 0.7890909090909091, "f1-score": 0.7977941176470589, "support": 275.0 }, "Medio": { "precision": 0.7525083612040134, "recall": 0.7679180887372014, "f1-score": 0.7601351351351351, "support": 293.0 }, "Alto": { "precision": 0.5, "recall": 0.5, "f1-score": 0.5, "support": 32.0 }, "accuracy": 0.7633333333333333, "macro avg": { "precision": 0.6863999370060466, "recall": 0.6856696659427035, "f1-score": 0.6859764175940647, "support": 600.0 }, "weighted avg": { "precision": 0.7638751642194346, "recall": 0.7633333333333333, "f1-score": 0.763521628245893, "support": 600.0 } } } ], "nota_metodologica": "Resultados obtenidos sobre datos sinteticos o de prueba. No constituyen validacion industrial ni productiva." }