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how to create your own machine learning model
from sklearn.model_selection import GridSearchCVn_estimators = [100, 300, 500, 800, 1200]max_depth = [5, 8, 15, 25, 30]min_samples_split = [2, 5, 10, 15, 100]min_samples_leaf = [1, 2, 5, 10]param_grid = dict(n_estimators = n_estimators, max_depth = max_depth, min_samples_split = min_samples_split, min_samples_leaf = min_samples_leaf)rf = RandomForestClassifier()grid_search = GridSearchCV(estimator=rf, param_grid=param_grid)best_model = grid_search.fit(X_train, y_train)print(round(best_model.score(X_test, y_test),2))print(best_model.best_params_)
Source: towardsdatascience.com
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