From 0d865a61602ebc095d85dfb0dc3193fbbb32bad9 Mon Sep 17 00:00:00 2001 From: born Date: Mon, 18 Sep 2023 20:15:16 +0400 Subject: [PATCH 1/5] Test lab 1 --- lab_1.txt | 1 + 1 file changed, 1 insertion(+) create mode 100644 lab_1.txt diff --git a/lab_1.txt b/lab_1.txt new file mode 100644 index 0000000..345e6ae --- /dev/null +++ b/lab_1.txt @@ -0,0 +1 @@ +Test From 16b36dce9bc3cc46b435370dd9e258e444b6f3ff Mon Sep 17 00:00:00 2001 From: born Date: Mon, 18 Sep 2023 20:19:16 +0400 Subject: [PATCH 2/5] Updated branch moving file into the correct branch. --- lab_1.txt => zhelepov_alex_lab_1/lab_1.txt | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename lab_1.txt => zhelepov_alex_lab_1/lab_1.txt (100%) diff --git a/lab_1.txt b/zhelepov_alex_lab_1/lab_1.txt similarity index 100% rename from lab_1.txt rename to zhelepov_alex_lab_1/lab_1.txt From e36a7297766b0d19dafcd3be974c183e784c5ef0 Mon Sep 17 00:00:00 2001 From: a-shdv Date: Fri, 22 Sep 2023 16:05:42 +0400 Subject: [PATCH 3/5] Initial commit --- {zhelepov_alex_lab_1 => shadaev_anton_lab_1}/lab_1.txt | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename {zhelepov_alex_lab_1 => shadaev_anton_lab_1}/lab_1.txt (100%) diff --git a/zhelepov_alex_lab_1/lab_1.txt b/shadaev_anton_lab_1/lab_1.txt similarity index 100% rename from zhelepov_alex_lab_1/lab_1.txt rename to shadaev_anton_lab_1/lab_1.txt From ce7cfa4365e0707fbb6fb3eaaf704e9b798d0a9d Mon Sep 17 00:00:00 2001 From: a-shdv Date: Thu, 2 Nov 2023 23:09:40 +0400 Subject: [PATCH 4/5] Add lab1 --- shadaev_anton_lab_1/README.md | 48 +++++++++++++++++++++++++++++++++ shadaev_anton_lab_1/lab_1.txt | 1 - shadaev_anton_lab_1/main.py | 45 +++++++++++++++++++++++++++++++ shadaev_anton_lab_1/myplot.png | Bin 0 -> 64058 bytes 4 files changed, 93 insertions(+), 1 deletion(-) create mode 100644 shadaev_anton_lab_1/README.md delete mode 100644 shadaev_anton_lab_1/lab_1.txt create mode 100644 shadaev_anton_lab_1/main.py create mode 100644 shadaev_anton_lab_1/myplot.png diff --git a/shadaev_anton_lab_1/README.md b/shadaev_anton_lab_1/README.md new file mode 100644 index 0000000..cf81b0d --- /dev/null +++ b/shadaev_anton_lab_1/README.md @@ -0,0 +1,48 @@ +# IIS_2023_1 +

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. +

+

+9. Данные: make_classification (n_samples=500, n_features=2, +n_redundant=0, n_informative=2, random_state=rs, n_clusters_per_class=1) +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) +

+

Способок запуска программы

+

Выполнить скрипт shadaev_anton_lab_1/main.py (перед этим установить импортированные библиотеки) после которого будут нарисованы 3 графика

+

Стек технологий

+

+

    +
  • NumPy - это библиотека Python, предоставляющая поддержку для больших, многомерных массивов и матриц, а также набор функций для их манипуляции и обработки.
  • +
  • Matplotlib - это библиотека для визуализации данных в Python, предоставляющая инструменты для создания статических, анимированных и интерактивных графиков и диаграмм.
  • +
  • Scikit-learn - это библиотека Python, предназначенная для машинного обучения, которая содержит функции и алгоритмы для классификации, прогнозирования и разбиения данных на группы.
  • +
+

+

Описание кода

+

+

    +
  1. Импортирование необходимых библиотек
  2. +
  3. Создание искусственных данных с помощью функции make_classification() из sklearn. Данные состоят из 500 образцов.
  4. +
  5. Данные разделяются на обучающие и тестовые наборы данных с использованием функции train_test_split().
  6. +
  7. Создается список моделей для обучения (Перцептрон и многослойные перцептроны).
  8. +
  9. Выполняется обучение для каждой модели, предсказание на тестовых данных и вычисление точности предсказания.
  10. +
  11. Строится кривая обучения для каждой модели и кросс-валидации с использованием функции learning_curve() из sklearn. Данная функция позволяет визуализировать, как производительность модели изменяется в зависимости от количества обучающих примеров.
  12. +
  13. Наконец, plt.show() отображает все графики.
  14. +
+
Полученные графики
+Графики показывают производительность моделей при обучении на разных размерах обучающего набора данных. +
    +
  • Оценка обучения - кривая, показывающая среднюю точность модели на обучающем наборе данных для различных размеров обучающего набора. Это позволяет увидеть, как точность модели меняется с увеличением размера обучающего набора.
  • +
  • Оценка кросс-валидации - кривая, показывающая среднюю точность модели на валидационном наборе данных для различных размеров обучающего набора. Это позволяет увидеть, как точность модели меняется с увеличением размера обучающего набора, но с использованием кросс-валидации для оценки производительности модели.
  • +
  • Оси графика: Ось X представляет размер обучающего набора, а ось Y представляет среднюю точность модели.
  • +
+ +

diff --git a/shadaev_anton_lab_1/lab_1.txt b/shadaev_anton_lab_1/lab_1.txt deleted file mode 100644 index 345e6ae..0000000 --- a/shadaev_anton_lab_1/lab_1.txt +++ /dev/null @@ -1 +0,0 @@ -Test diff --git a/shadaev_anton_lab_1/main.py b/shadaev_anton_lab_1/main.py new file mode 100644 index 0000000..9c4343d --- /dev/null +++ b/shadaev_anton_lab_1/main.py @@ -0,0 +1,45 @@ +import numpy as np +import matplotlib.pyplot as plt +from sklearn.datasets import make_classification +from sklearn.linear_model import Perceptron +from sklearn.neural_network import MLPClassifier +from sklearn.model_selection import train_test_split, learning_curve +from sklearn.metrics import accuracy_score + +# Наполнение искусственными данными +rs = np.random.RandomState(42) +X, y = make_classification(n_samples=500, n_features=2, n_redundant=0, n_informative=2, random_state=rs, + n_clusters_per_class=1) + +# Обучающие и тестовые наборы данных +X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=rs) + +# Список моделей для обучения +models = [ + ('Персептрон', Perceptron()), + ('MLP (10 нейронов)', MLPClassifier(hidden_layer_sizes=(10,), alpha=0.01, random_state=rs)), + ('MLP (100 нейронов)', MLPClassifier(hidden_layer_sizes=(100,), alpha=0.01, random_state=rs)) +] + +fig, axs = plt.subplots(1, len(models), figsize=(12, 4)) + +# Визуализация графиков +for i, (name, model) in enumerate(models): + model.fit(X_train, y_train) + y_pred = model.predict(X_test) + accuracy = accuracy_score(y_test, y_pred) + + # Построение кривых обуч ения + train_sizes, train_scores, valid_scores = learning_curve( + model, X, y, train_sizes=[50, 80, 110], cv=5) + axs[i].plot(train_sizes, train_scores.mean(axis=1), 'o-', color="r", + label="Оценка обучения") + axs[i].plot(train_sizes, valid_scores.mean(axis=1), 'o-', color="g", + label="Оценка кросс-валидации") + axs[i].set_title(f'{name} (Точность: {accuracy:.2f})') + axs[i].set_xlabel("Training examples") + axs[i].set_ylabel("Score") + axs[i].legend(loc="best") + axs[i].grid() + +plt.show() diff --git a/shadaev_anton_lab_1/myplot.png b/shadaev_anton_lab_1/myplot.png new file mode 100644 index 0000000000000000000000000000000000000000..b56a1119466f35130ebf82233628ffc046eb4e5e GIT binary patch literal 64058 zcmeFZWmME{*FH>lcZWzwcf$}0N=tWxC@CS`Lns0wjZz|^G)PH<(lLV4DIg#S!_Y9m z|AgzV>wcc+!~6YR%f%v``JJ)j*vGN=JlD}uCB&n{LqS0yd~pA+E(!`p6$%RKD;zZN z8=*-eTojZrlm~Ye_5Ccjv$6dszEXDx$mL@x35COCaPVl}bG?Yg;ie)XA-%+jjSa(5 ztWt=`XVZNzafkJQLsu*;f~6I@5Xg!3`jw}|m9Io^O=k1#oQ0df?#{w)v%uo~$hPCc zP>cWWpOFzK8buO}zy2*JIekI@$M=dP&_@cWtpEHQG)C$F|Kb138BBGTJS^Zgswn&M z853%?8Eas?~FCV6MsQ^cbI-pVz!mP+i!tY}d!V?bLCy!s2Ve zT{l?0>#VrzOsuK}#_Ef=eE3wnD46SuiffgYty%1}?3-`JPK!RGw;g7n7Y6=PpQFxRbT5q{H9<3d0jxUv_ay`7o#f9@Wr=+B0b=Ce3 zWf=mNuRNH>x3#-V92!GNpO%!wT3A$6L?vJu)CI*IBZc0_JDIc!?N8kDmiCZb@&o_3 zFcQ8WC(!n4EkJFhC%$mOphPGCv(MH@j+|MiYRa*Jmbtlk3=w1A!zDbAx?+=D6h$q2 zdwVA*Cu?i#yLZ3*8h-PYfd~`XCF_rHnQJ6{d(UG6a=tAhgsoP#?Gt)+A<@Y3Xyk49 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Date: Fri, 3 Nov 2023 13:11:00 +0400 Subject: [PATCH 5/5] Update main.py --- shadaev_anton_lab_1/main.py | 32 ++++++++++++-------------------- shadaev_anton_lab_1/myplot.png | Bin 64058 -> 54668 bytes 2 files changed, 12 insertions(+), 20 deletions(-) diff --git a/shadaev_anton_lab_1/main.py b/shadaev_anton_lab_1/main.py index 9c4343d..63e4924 100644 --- a/shadaev_anton_lab_1/main.py +++ b/shadaev_anton_lab_1/main.py @@ -3,43 +3,35 @@ import matplotlib.pyplot as plt from sklearn.datasets import make_classification from sklearn.linear_model import Perceptron from sklearn.neural_network import MLPClassifier -from sklearn.model_selection import train_test_split, learning_curve +from sklearn.model_selection import train_test_split from sklearn.metrics import accuracy_score # Наполнение искусственными данными rs = np.random.RandomState(42) X, y = make_classification(n_samples=500, n_features=2, n_redundant=0, n_informative=2, random_state=rs, - n_clusters_per_class=1) + n_clusters_per_class=1) # Обучающие и тестовые наборы данных X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3, random_state=rs) # Список моделей для обучения models = [ - ('Персептрон', Perceptron()), - ('MLP (10 нейронов)', MLPClassifier(hidden_layer_sizes=(10,), alpha=0.01, random_state=rs)), - ('MLP (100 нейронов)', MLPClassifier(hidden_layer_sizes=(100,), alpha=0.01, random_state=rs)) + ('Перцептрон', Perceptron()), + ('MLP (10 нейронов)', MLPClassifier(hidden_layer_sizes=(10,), alpha=0.01, random_state=rs)), + ('MLP (100 нейронов)', MLPClassifier(hidden_layer_sizes=(100,), alpha=0.01, random_state=rs)) ] fig, axs = plt.subplots(1, len(models), figsize=(12, 4)) # Визуализация графиков for i, (name, model) in enumerate(models): - model.fit(X_train, y_train) - y_pred = model.predict(X_test) - accuracy = accuracy_score(y_test, y_pred) + model.fit(X_train, y_train) + y_pred = model.predict(X_test) + accuracy = accuracy_score(y_test, y_pred) - # Построение кривых обуч ения - train_sizes, train_scores, valid_scores = learning_curve( - model, X, y, train_sizes=[50, 80, 110], cv=5) - axs[i].plot(train_sizes, train_scores.mean(axis=1), 'o-', color="r", - label="Оценка обучения") - axs[i].plot(train_sizes, valid_scores.mean(axis=1), 'o-', color="g", - label="Оценка кросс-валидации") - axs[i].set_title(f'{name} (Точность: {accuracy:.2f})') - axs[i].set_xlabel("Training examples") - axs[i].set_ylabel("Score") - axs[i].legend(loc="best") - axs[i].grid() + axs[i].scatter(X_test[:, 0], X_test[:, 1], c=y_pred, cmap=plt.cm.Paired) + axs[i].set_title(f'{name} (Accuracy: {accuracy:.2f})') + axs[i].set_xlabel("Размер обучающего набора") + axs[i].set_ylabel("Средняя точность модели") plt.show() diff --git a/shadaev_anton_lab_1/myplot.png b/shadaev_anton_lab_1/myplot.png index b56a1119466f35130ebf82233628ffc046eb4e5e..1eeb9b04584e117dd237472d420c3494735aa011 100644 GIT binary patch literal 54668 zcmeGEWmJ{j8$OECySuqdz)5D-9evXW{D2q+Z@2#B#5 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