Add trained machine learning models

model_K_nearest.pkl

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model_Logistic_Regression.pkl

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+size 1359

model_RandomForestClassifier.pkl

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+size 31565401

model_crossval_lightgbm.pkl

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+oid sha256:e57758c8a317d431a7fee1507a88094718f2e119c3c7de03dad1b9f808eaf76b
+size 345420

model_crossval_logistic_regression.pkl

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+oid sha256:dd36d3fbb544d8e282971573a23d2e857149cde3637560bd50ec97e88eb20d68
+size 1359

model_crossval_random_forest.pkl

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model_hub.json

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-{"model_id": "prabinpanta0/Patient-Readmission-Prediction", "model_type": "sequence-classification", "model_architectures": {"random_forest": "RandomForestClassifier", "logistic_regression": "LogisticRegression", "k_nearest": "KNeighborsClassifier", "svc": "SVC", "naive_bayes": "MultinomialNB", "neural_network": "NeuralNetwork", "cross_validation_random_forest": "RandomForestClassifier", "cross_validation_logistic_regression": "LogisticRegression", "cross_validation_lightgbm": "LGBMClassifier"}, "model_paths": {"random_forest": "Patient-Readmission-Prediction/random_forest_model.keras", "logistic_regression": "Patient-Readmission-Prediction/logistic_regression_model.keras", "k_nearest": "Patient-Readmission-Prediction/k_nearest_model.keras", "svc": "Patient-Readmission-Prediction/svc_model.keras", "naive_bayes": "Patient-Readmission-Prediction/naive_bayes_model.keras", "neural_network": "Patient-Readmission-Prediction/neural_network_model.keras", "cross_validation_random_forest": "Patient-Readmission-Prediction/cross_validation_random_forest_model.keras", "cross_validation_logistic_regression": "Patient-Readmission-Prediction/cross_validation_logistic_regression_model.keras", "cross_validation_lightgbm": "Patient-Readmission-Prediction/cross_validation_lightgbm_model.keras"}, "model_classes": {"random_forest": "RandomForestClassifier", "logistic_regression": "LogisticRegression", "k_nearest": "KNeighborsClassifier", "svc": "SVC", "naive_bayes": "MultinomialNB", "neural_network": "NeuralNetwork", "cross_validation_random_forest": "RandomForestClassifier", "cross_validation_logistic_regression": "LogisticRegression"}, "model_configs": {"random_forest": {"n_estimators": 100, "max_depth": 5}, "logistic_regression": {"C": 1.0, "max_iter": 1000}, "k_nearest": {"n_neighbors": 5}, "svc": {"C": 1.0, "kernel": "linear"}, "naive_bayes": {"alpha": 1.0}, "neural_network": {"input_dim": 10, "output_dim": 1, "hidden_dim": 10}, "cross_validation_random_forest": {"n_estimators": 100, "max_depth": 5}, "cross_validation_logistic_regression": {"C": 1.0, "max_iter": 1000}, "cross_validation_lightgbm": {"random_state": 42}}}
+{"model_id": "prabinpanta0/Patient-Readmission-Prediction", "model_type": "sequence-classification", "library": {"random_forest": "scikit-learn", "logistic_regression": "scikit-learn", "k_nearest": "scikit-learn", "svc": "scikit-learn", "naive_bayes": "scikit-learn", "neural_network": "keras", "cross_validation_random_forest": "scikit-learn", "cross_validation_logistic_regression": "scikit-learn", "cross_validation_lightgbm": "LightGBM"}, "model_architectures": {"random_forest": "RandomForestClassifier", "logistic_regression": "LogisticRegression", "k_nearest": "KNeighborsClassifier", "svc": "SVC", "naive_bayes": "MultinomialNB", "neural_network": "NeuralNetwork", "cross_validation_random_forest": "RandomForestClassifier", "cross_validation_logistic_regression": "LogisticRegression", "cross_validation_lightgbm": "LGBMClassifier"}, "model_paths": {"random_forest": "model_RandomForestClassifier.pkl", "logistic_regression": "model_Logistic_Regression.pkl", "k_nearest": "model_K_nearest.pkl", "svc": "model_svc.pkl", "naive_bayes": "model_naive_bayes.pkl", "neural_network": "neural_network.keras", "cross_validation_random_forest": "model_rf.pkl", "cross_validation_logistic_regression": "model_lr.pkl", "cross_validation_lightgbm": "model_lgbm.pkl"}, "model_classes": {"random_forest": "RandomForestClassifier", "logistic_regression": "LogisticRegression", "k_nearest": "KNeighborsClassifier", "svc": "SVC", "naive_bayes": "MultinomialNB", "neural_network": "NeuralNetwork", "cross_validation_random_forest": "RandomForestClassifier", "cross_validation_logistic_regression": "LogisticRegression"}, "model_configs": {"random_forest": {"n_estimators": 100, "max_depth": 5}, "logistic_regression": {"C": 1.0, "max_iter": 1000}, "k_nearest": {"n_neighbors": 5}, "svc": {"C": 1.0, "kernel": "linear"}, "naive_bayes": {"alpha": 1.0}, "neural_network": {"input_dim": 10, "output_dim": 1, "hidden_dim": 10}, "cross_validation_random_forest": {"n_estimators": 100, "max_depth": 5}, "cross_validation_logistic_regression": {"C": 1.0, "max_iter": 1000}, "cross_validation_lightgbm": {"random_state": 42}}}

model_naive_bayes.pkl

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model_svc.pkl

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