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Tuesday 31 May 2022

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# Language: Python 3 Notebook § Code from sklearn.model_selection import cross_val_score from sklearn.model_selection import cross_validate from sklearn.model_selection import train_test_split from sklearn.metrics import accuracy_score from sklearn.svm import SVC from sklearn.ensemble import RandomForestClassifier from sklearn.datasets import load_breast_cancer from sklearn.model_selection import StratifiedKFold import numpy as np import pandas as pd def kfold_cross_val_score(X, y, clf, n_splits=5): ''' k-Fold cross validation score 계산 입력: X: data y : target clf : model n_splits: fold 개수 반환 kfold cross validation score ''' scores = [0] * n_splits splitter = StratifiedKFold(n_splits=n_splits, shuffle=True) for i, indexes in enumerate(splitter.split(X, y)): X_train, X_test = X.iloc[indexes[0]], X.iloc[indexes[1]] y_train, y_test = y.iloc[indexes[0]], y.iloc[indexes[1]] clf.fit(X_train, y_train) scores[i] = accuracy_score(y_test, clf.predict(X_test)) return np.mean(scores) #다운 받은 데이터는 판다스를 통해 불러온다. cancer = load_breast_cancer() columns = list(cancer.feature_names) + ["target"] df = pd.DataFrame(np.hstack([cancer.data, cancer.target.reshape(-1,1)]), columns=columns) #변수들 X_columns=list(cancer.feature_names) y_columns=["target"] X = df[X_columns] y = df[y_columns] # svm model clf1 = SVC(gamma="auto") #randomforest clf2 = RandomForestClassifier(n_estimators=100) #SVM model 점수 score_svm = cross_val_score(clf1, X, y, cv=5).mean() score_svm § Output > ['0.9587945059288538'] § Code #Randomforest model 점수 score_rf = cross_val_score(clf2, X, y, cv=5).mean() score_rf § Output > ['0.9462815644171783'] § Code #custom kfold교차검증 score_svm_cust = kfold_cross_val_score(X, y, clf1, n_splits=5 ) score_svm_cust § Output > ['0.9576588555646298'] § Code #custom kfold, n_splits 10 교차검증 score_svm_cust = kfold_cross_val_score(X, y, clf1, n_splits=10 ) score_svm_cust § Output > ['0.9548387096774193'] § Code § END OF DOC

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