From a80dfc1bb3c92f9b8c97c48e33a8057c2d50a39c Mon Sep 17 00:00:00 2001 From: unknown Date: Wed, 6 Dec 2023 14:49:34 +0400 Subject: [PATCH] tsyppo_anton_lab_1 is ready --- tsyppo_anton_lab_1/README.md | 63 ++++++++++++++++++++++++++++++++++ tsyppo_anton_lab_1/main.py | 46 +++++++++++++++++++++++++ tsyppo_anton_lab_1/models.png | Bin 0 -> 53013 bytes 3 files changed, 109 insertions(+) create mode 100644 tsyppo_anton_lab_1/README.md create mode 100644 tsyppo_anton_lab_1/main.py create mode 100644 tsyppo_anton_lab_1/models.png diff --git a/tsyppo_anton_lab_1/README.md b/tsyppo_anton_lab_1/README.md new file mode 100644 index 0000000..dfa2a5d --- /dev/null +++ b/tsyppo_anton_lab_1/README.md @@ -0,0 +1,63 @@ +# Лабораторная работа №1: Работа с типовыми наборами данных и различными моделями +## Задание. Вариант 7 +Всего вариантов 21, мой вариант 28, поэтому взял 7 вариант + +Задание: +Используя код из пункта «Регуляризация и сеть прямого распространения»из [1](стр. 228), сгенерируйте определенный тип +данных и сравните на нем 3 модели (по варианту). Постройте графики, отобразите качество моделей, объясните полученные +результаты. + +7. Данные: make_moons (noise=0.3, random_state=rs) Модели: +· Персептрон +· Многослойный персептрон с 10-ю нейронами в скрытом слое (alpha = 0.01) +· Многослойный персептрон со 100-а нейронами в скрытом слое (alpha = 0.01) + +## Описание программы + +Программа создает и сравнивает три модели машинного обучения на основе датасета make_moons с использованием библиотеки +scikit-learn. Сравниваются следующие модели: + +1. Персептрон +2. Многослойный персептрон с 10 нейронами в скрытом слое (alpha = 0.01) +3. Многослойный персептрон с 100 нейронами в скрытом слое (alpha = 0.01) + +## Как запустить лабораторную работу + +1. Установите необходимые библиотеки: + + ```bash + pip install numpy matplotlib scikit-learn + ``` + +2. Запустите скрипт: + + ```bash + python main.py + ``` + +3. После выполнения программы будет создан файл "models.png" с тремя графиками, представляющими результаты каждой модели. + +## Использованные технологии + +- Python +- scikit-learn +- Matplotlib + +## Что программа делает + +Программа генерирует датасет make_moons, разделяет его на обучающий и тестовый наборы, затем обучает и сравнивает +три модели машинного обучения. Результаты представлены в виде точности каждой модели и трех графиков. + +## Тесты + +![Графики моделей](models.png) + +## Вывод + +_Полученные результаты показывают, что многослойный персептрон с 100 нейронами в скрытом слое демонстрирует наивысшую +точность среди рассмотренных моделей. В то время как простой персептрон и многослойный персептрон с 10 нейронами в +скрытом слое показывают приемлемую, но более низкую точность. Таким образом, увеличение числа нейронов в скрытом +слое существенно повысило производительность модели._ + +--- + diff --git a/tsyppo_anton_lab_1/main.py b/tsyppo_anton_lab_1/main.py new file mode 100644 index 0000000..39400f7 --- /dev/null +++ b/tsyppo_anton_lab_1/main.py @@ -0,0 +1,46 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn.datasets import make_moons +from sklearn.model_selection import train_test_split +from sklearn.linear_model import Perceptron +from sklearn.neural_network import MLPClassifier +from sklearn.metrics import accuracy_score + +# Генерируем данные +rs = 42 +X, y = make_moons(n_samples=1000, noise=0.3, random_state=rs) +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=rs) +def train_and_evaluate_model(model, X_train, y_train, X_test, y_test): + model.fit(X_train, y_train) + y_pred = model.predict(X_test) + accuracy = accuracy_score(y_test, y_pred) + return accuracy + +# Построение моделей +perceptron_model = Perceptron(random_state=rs) +perceptron_accuracy = train_and_evaluate_model(perceptron_model, X_train, y_train, X_test, y_test) + +mlp_model_10_neurons = MLPClassifier(hidden_layer_sizes=(10,), alpha=0.01, random_state=rs) +mlp_10_neurons_accuracy = train_and_evaluate_model(mlp_model_10_neurons, X_train, y_train, X_test, y_test) + +mlp_model_100_neurons = MLPClassifier(hidden_layer_sizes=(100,), alpha=0.01, random_state=rs) +mlp_100_neurons_accuracy = train_and_evaluate_model(mlp_model_100_neurons, X_train, y_train, X_test, y_test) + +# Построение графиков +plt.figure(figsize=(12, 4)) + +plt.subplot(131) +plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap='viridis', marker='.') +plt.title("Персептрон\nТочность: {:.2f}%".format(perceptron_accuracy * 100)) + +plt.subplot(132) +plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap='viridis', marker='.') +plt.title("Многослойный персептрон\nс 10-ю нейронами в скрытом слое\nТочность: {:.2f}%".format(mlp_10_neurons_accuracy * 100)) + +plt.subplot(133) +plt.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap='viridis', marker='.') +plt.title("Многослойный персептрон\nс 100-а нейронами в скрытом слое\nТочность: {:.2f}%".format(mlp_100_neurons_accuracy * 100)) + +plt.tight_layout() +plt.savefig('models.png') +plt.show() \ No newline at end of file diff --git a/tsyppo_anton_lab_1/models.png b/tsyppo_anton_lab_1/models.png new file mode 100644 index 0000000000000000000000000000000000000000..80f72192f3e88537b1baa553db6b7316cfacba9a GIT binary patch literal 53013 zcmb@u2{@K(+ctbFNrq5V5+aq5sX=BTB88GNhs;8TWLBmILx$31h)RPgl*}@QB4ubY zBr*?~=l=cddDi>B-}n9hyS>}?f3~$&EAIPtUFUh6$FcAGu^-n}tz)W;beriY6bhr- zVddi#3UwxhLUn_d2Hz=udB+%kNV*<6?Rvt|($(G6*@AM^)YZw}(be9@Z0iLJXBQhs zhdsgvgvEunTD!VBxk!nKocoU#2s=7kiELe1uE2+^aXPH$LZL93l7Fe5$fwv)DD{`s zln?4$yg$_DuETn2<*G61f|y4Et{lA6Twz82RqYEYJ6e>(w!f-~Kb^e8Y)G~;z9LF_ z{XT)|_I($UKhx7anap1(mZ#k|D4f}3)VW;$qwihu9gjUiF78(Cg*(^qP+$4yOCzT2 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