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F{|f}DPEr5> literal 0 HcmV?d00001 From d592186245e86c55cb097f5457defeba1a1ef634 Mon Sep 17 00:00:00 2001 From: Ilya Lipatov Date: Sun, 15 Oct 2023 11:48:51 +0400 Subject: [PATCH 2/5] lipatov_ilya_lab_1 --- .idea/workspace.xml | 63 ++++++++++++++++++++++++++++++++++-- lipatov_ilya_lab_1/README.md | 35 ++++++++++++++++++++ lipatov_ilya_lab_1/lab1.py | 52 +++++++++++++++++++++++++++++ 3 files changed, 147 insertions(+), 3 deletions(-) diff --git a/.idea/workspace.xml b/.idea/workspace.xml index 2dd87a1..2c0857a 100644 --- a/.idea/workspace.xml +++ b/.idea/workspace.xml @@ -1,7 +1,17 @@ + + - + + + + + + + + \ No newline at end of file diff --git a/lipatov_ilya_lab_1/README.md b/lipatov_ilya_lab_1/README.md index e69de29..a76fa89 100644 --- a/lipatov_ilya_lab_1/README.md +++ b/lipatov_ilya_lab_1/README.md @@ -0,0 +1,35 @@ +## Лабораторная работа №1 + +### Работа с типовыми наборами данных и различными моделями + +## Выполнил студент группы ПИбд-41 Липатов Илья + +### Как запустить лабораторную работу: + +* установить python, numpy, matplotlib, sklearn +* запустить проект (стартовая точка класс lab1) + +### Какие технологии использовались: + +* Язык программирования `Python`, библиотеки numpy, matplotlib, sklearn +* Среда разработки `PyCharm` + +### Что делает лабораторная работа: + +* Генерирует набор данных типа с помощью make_circles(noise=0.2, factor=0.5, random_state=4) +* Сравнивает три типа моделей: линейную, полиномиальную (степень 4) и персептрон + +### Примеры работы: + +#### Результаты: +* Линейная регрессия, оценка качества: 0.0494206358498015 +* Полиноминальная регрессия, оценка качества: 0.4480860719638978 +* Персептрон, оценка качества: 0.52 + +#### Самый лучший результат показал персептрон - 0.52 + +#### График линейной, полиномиальной, персептрон: + +![Lineal](lineal.png) +![Polynomial](polynomial.png) +![Perceptron](perceptron.png) diff --git a/lipatov_ilya_lab_1/lab1.py b/lipatov_ilya_lab_1/lab1.py index e69de29..c1ed4e8 100644 --- a/lipatov_ilya_lab_1/lab1.py +++ b/lipatov_ilya_lab_1/lab1.py @@ -0,0 +1,52 @@ +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import PolynomialFeatures +from sklearn.linear_model import LinearRegression +from sklearn.preprocessing import StandardScaler +from sklearn.linear_model import Perceptron +from sklearn.datasets import make_circles +import matplotlib.pyplot as plt +import numpy as np + + +def polynomial(x_train, y_train): + model = PolynomialFeatures(degree=4).fit(x_train, y_train) + x_poly = model.fit_transform(x_train) + lin = LinearRegression() + lin.fit(x_poly, y_train) + plt.scatter(x_train, y_train, color='green') + plt.plot(x_train, lin.predict(x_poly), color='red') + plt.show() + print('Полиноминальная регрессия') + print('Оценка качества:', lin.score(x_poly, y_train)) + + +def lineal(x, y, x_train, y_train): + model = LinearRegression().fit(x_train, y_train) + plt.scatter(x, y, color='green') + plt.plot(x, model.predict(x), color='red') + plt.show() + print('Линейная регрессия') + print('Оценка качества:', model.score(x_train, y_train)) + + +def perceptron(x_test, x_train, y_train): + sc = StandardScaler() + sc.fit(x_train) + x_train_std = sc.transform(x_train) + x_test_std = sc.transform(x_test) + model = Perceptron(eta0=0.1, random_state=1).fit(x_train_std, y_train) + plt.scatter(x_train, y_train, color='green') + plt.plot(x_test_std, model.predict(x_test_std), color='red') + plt.show() + print('Персептрон') + print('Оценка качества:', model.score(x_train, y_train)) + + +x, y = make_circles(noise=0.2, factor=0.5, random_state=10) +x = x[:, np.newaxis, 1] +x = StandardScaler().fit_transform(x) +x_train, x_test, y_train, y_test = train_test_split(x, y, test_size=.5, random_state=42) + +lineal(x_test, y_test, x_train, y_train) +polynomial(x_train, y_train) +perceptron(x_test, x_train, y_train) From 406315ddf7c1a5824ae4352ebd7068e24fbd28c5 Mon Sep 17 00:00:00 2001 From: Ilya Lipatov Date: Sun, 15 Oct 2023 11:51:32 +0400 Subject: [PATCH 3/5] lipatov_ilya_lab_1 --- .idea/.gitignore | 3 - .idea/IIS_2023_1.iml | 8 - .../inspectionProfiles/profiles_settings.xml | 6 - .idea/misc.xml | 4 - .idea/modules.xml | 8 - .idea/vcs.xml | 6 - .idea/workspace.xml | 192 ------------------ 7 files changed, 227 deletions(-) delete mode 100644 .idea/.gitignore delete mode 100644 .idea/IIS_2023_1.iml delete mode 100644 .idea/inspectionProfiles/profiles_settings.xml delete mode 100644 .idea/misc.xml delete mode 100644 .idea/modules.xml delete mode 100644 .idea/vcs.xml delete mode 100644 .idea/workspace.xml diff --git a/.idea/.gitignore b/.idea/.gitignore deleted file mode 100644 index 26d3352..0000000 --- a/.idea/.gitignore +++ /dev/null @@ -1,3 +0,0 @@ -# Default ignored files -/shelf/ -/workspace.xml diff --git a/.idea/IIS_2023_1.iml b/.idea/IIS_2023_1.iml deleted file mode 100644 index 4e6ce24..0000000 --- a/.idea/IIS_2023_1.iml +++ /dev/null @@ -1,8 +0,0 @@ - - - - - - - - \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml deleted file mode 100644 index 105ce2d..0000000 --- a/.idea/inspectionProfiles/profiles_settings.xml +++ /dev/null @@ -1,6 +0,0 @@ - - - - \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml deleted file mode 100644 index 3c29c38..0000000 --- a/.idea/misc.xml +++ /dev/null @@ -1,4 +0,0 @@ - - - - \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml deleted file mode 100644 index 89e118a..0000000 --- a/.idea/modules.xml +++ /dev/null @@ -1,8 +0,0 @@ - - - - - - - - \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml deleted file mode 100644 index 94a25f7..0000000 --- a/.idea/vcs.xml +++ /dev/null @@ -1,6 +0,0 @@ - - - - - - \ No newline at end of file diff --git a/.idea/workspace.xml b/.idea/workspace.xml deleted file mode 100644 index 2c0857a..0000000 --- a/.idea/workspace.xml +++ /dev/null @@ -1,192 +0,0 @@ - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - 1695412818437 - - - - - - - - - - - - \ No newline at end of file From 2a51665e61dad5bdcc60e6bbf84e46e980545748 Mon Sep 17 00:00:00 2001 From: Ilya Lipatov Date: Sat, 28 Oct 2023 08:39:59 +0400 Subject: [PATCH 4/5] lipatov_ilya_lab_1 --- .idea/.gitignore | 3 +++ .idea/IIS_2023_1.iml | 8 ++++++++ .idea/inspectionProfiles/profiles_settings.xml | 6 ++++++ .idea/misc.xml | 4 ++++ .idea/modules.xml | 8 ++++++++ .idea/vcs.xml | 6 ++++++ 6 files changed, 35 insertions(+) create mode 100644 .idea/.gitignore create mode 100644 .idea/IIS_2023_1.iml create mode 100644 .idea/inspectionProfiles/profiles_settings.xml create mode 100644 .idea/misc.xml create mode 100644 .idea/modules.xml create mode 100644 .idea/vcs.xml diff --git a/.idea/.gitignore b/.idea/.gitignore new file mode 100644 index 0000000..26d3352 --- /dev/null +++ b/.idea/.gitignore @@ -0,0 +1,3 @@ +# Default ignored files +/shelf/ +/workspace.xml diff --git a/.idea/IIS_2023_1.iml b/.idea/IIS_2023_1.iml new file mode 100644 index 0000000..4e6ce24 --- /dev/null +++ b/.idea/IIS_2023_1.iml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml new file mode 100644 index 0000000..105ce2d --- /dev/null +++ b/.idea/inspectionProfiles/profiles_settings.xml @@ -0,0 +1,6 @@ + + + + \ No newline at end of file diff --git a/.idea/misc.xml b/.idea/misc.xml new file mode 100644 index 0000000..3c29c38 --- /dev/null +++ b/.idea/misc.xml @@ -0,0 +1,4 @@ + + + + \ No newline at end of file diff --git a/.idea/modules.xml b/.idea/modules.xml new file mode 100644 index 0000000..89e118a --- /dev/null +++ b/.idea/modules.xml @@ -0,0 +1,8 @@ + + + + + + + + \ No newline at end of file diff --git a/.idea/vcs.xml b/.idea/vcs.xml new file mode 100644 index 0000000..94a25f7 --- /dev/null +++ b/.idea/vcs.xml @@ -0,0 +1,6 @@ + + + + + + \ No newline at end of file From d19941c6ec53f8efb2224f19f6dec74ac8a262ff Mon Sep 17 00:00:00 2001 From: Ilya Lipatov Date: Sat, 28 Oct 2023 08:41:10 +0400 Subject: [PATCH 5/5] lipatov_ilya_lab_1 --- .idea/workspace.xml | 135 ++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 135 insertions(+) create mode 100644 .idea/workspace.xml diff --git a/.idea/workspace.xml b/.idea/workspace.xml new file mode 100644 index 0000000..2dd87a1 --- /dev/null +++ b/.idea/workspace.xml @@ -0,0 +1,135 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + 1695412818437 + + + + + + + \ No newline at end of file