diff --git a/abanin_danill_lab_6/README.md b/abanin_danill_lab_6/README.md new file mode 100644 index 0000000..b6e20db --- /dev/null +++ b/abanin_danill_lab_6/README.md @@ -0,0 +1,34 @@ +## Лабораторная работа №6 + +### MLPClassifier + +## Cтудент группы ПИбд-41 Абанин Даниил + +### Как запустить лабораторную работу: + +* установить python, numpy, matplotlib, sklearn +* запустить проект (lab6) + +### Какие технологии использовались: + +* Язык программирования `Python`, библиотеки numpy, matplotlib, sklearn +* Среда разработки `PyCharm` + +### Что делает лабораторная работа: + +* По данным "Eligibility Prediction for Loan" решает задачу классификации, в которой необходимо выявить риски выдачи кредита. В качестве исходных данных используются признаки: +Credit_History - соответствие кредитной истории стандартам банка, ApplicantIncome - доход заявителя, LoanAmount - сумма кредитаб, Self_Employed - самозанятость (Да/Нет), Education - наличие образования, Married - заявитель женат/замужем (Да/Нет). + +### Примеры работы: + +#### Результаты: +* Было проведено несколько прогонов на разном количестве итераций (200, 400, 600, 800, 1000) + +![Result](score_1.png) +![Result](score_2.png) + +Средняя точность находится в диапазоне 50-60%, что является недостаточным значением. Увеличение итераций не дало значительного улучшения результата, +максиальный прирост составляет 10% + + +![Result](result_mean.jpg) \ No newline at end of file diff --git a/abanin_danill_lab_6/lab6.py b/abanin_danill_lab_6/lab6.py new file mode 100644 index 0000000..418a8a2 --- /dev/null +++ b/abanin_danill_lab_6/lab6.py @@ -0,0 +1,46 @@ +from matplotlib import pyplot as plt +from sklearn.model_selection import train_test_split +from sklearn.neural_network import MLPClassifier +import pandas as pd +import numpy as np + + +def test_iter(iters_num, x_train, x_test, y_train, y_test): + + print("Количество итераций: ", iters_num) + scores = [] + + for i in range(10): + neuro = MLPClassifier(max_iter=iters_num) + neuro.fit(x_train, y_train.values.ravel()) + score = neuro.score(x_test, y_test) + print(f'Оценка №{i + 1} - {score}') + scores.append(score) + + mean_value = np.mean(scores) + + print(f"Средняя оценка - {mean_value}") + + return mean_value + + +def start(): + data = pd.read_csv('loan.csv') + x = data[['ApplicantIncome', 'LoanAmount', 'Credit_History', 'Self_Employed', 'Education', 'Married']] + y = data[['Loan_Status']] + + x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=0.1, random_state=42) + + iters = [200, 400, 600, 800, 1000] + iters_means = [] + + for i in range(len(iters)): + mean_value = test_iter(iters[i], x_train, x_test, y_train, y_test) + iters_means.append(mean_value) + + plt.figure(1, figsize=(16, 9)) + plt.plot(iters, iters_means, c='r') + plt.show() + + +start() \ No newline at end of file diff --git a/abanin_danill_lab_6/loan.csv b/abanin_danill_lab_6/loan.csv new file mode 100644 index 0000000..4fe5a85 --- /dev/null +++ b/abanin_danill_lab_6/loan.csv @@ -0,0 +1,615 @@ +Loan_ID,Gender,Married,Dependents,Education,Self_Employed,ApplicantIncome,CoapplicantIncome,LoanAmount,Loan_Amount_Term,Credit_History,Property_Area,Loan_Status +LP001002,Male,0.0,0,1,0.0,5849,0.0,360.0,1.0,0,Y,0.0 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