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Delete gradient_boosting_model_info.json

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  1. gradient_boosting_model_info.json +0 -49
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- {
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- "model_name": "GradientBoosting_ActiveLearning",
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- "approach": "GradientBoosting + Active Learning Simulation",
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- "base_models": "LogReg + 3x GradientBoosting",
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- "n_labels": 22,
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- "labels": [
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- "Administra\u00e7\u00e3o Geral, Finan\u00e7as e Recursos Humanos",
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- "Ambiente",
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- "Atividades Econ\u00f3micas",
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- "A\u00e7\u00e3o Social",
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- "Ci\u00eancia",
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- "Comunica\u00e7\u00e3o e Rela\u00e7\u00f5es P\u00fablicas",
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- "Coopera\u00e7\u00e3o Externa e Rela\u00e7\u00f5es Internacionais",
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- "Cultura",
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- "Desporto",
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- "Educa\u00e7\u00e3o e Forma\u00e7\u00e3o Profissional",
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- "Energia e Telecomunica\u00e7\u00f5es",
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- "Habita\u00e7\u00e3o",
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- "Obras Particulares",
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- "Obras P\u00fablicas",
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- "Ordenamento do Territ\u00f3rio",
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- "Outros",
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- "Patrim\u00f3nio",
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- "Pol\u00edcia Municipal",
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- "Prote\u00e7\u00e3o Animal",
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- "Prote\u00e7\u00e3o Civil",
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- "Sa\u00fade",
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- "Tr\u00e2nsito, Transportes e Comunica\u00e7\u00f5es"
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- ],
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- "feature_dimensions": 10768,
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- "tfidf_features": 10000,
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- "bert_features": 768,
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- "active_samples": 100,
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- "n_gb_models": 3,
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- "innovations": [
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- "Multiple GradientBoosting with different hyperparameters",
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- "Active learning uncertainty sampling simulation",
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- "Adaptive ensemble weighting by label frequency",
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- "Dynamic threshold optimization per label",
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- "Dense feature matrix optimization"
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- ],
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- "performance": {
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- "accuracy": 0.45179584120982985,
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- "f1_macro": 0.5485386636825255,
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- "f1_micro": 0.7362637362637363,
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- "hamming_loss": 0.04124420003437017,
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- "average_precision_macro": 0.6063436422306382
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- }
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- }