From 8eb27373e0e25427bea350ec8936fe52012c2163 Mon Sep 17 00:00:00 2001 From: rita Date: Tue, 21 Nov 2023 05:50:29 +0400 Subject: [PATCH] mashkova_margarita_lab_1 ready --- mashkova_margarita_lab_1/README.md | 59 +++++++++++++++++++ mashkova_margarita_lab_1/console.png | Bin 0 -> 30586 bytes mashkova_margarita_lab_1/main.py | 85 +++++++++++++++++++++++++++ mashkova_margarita_lab_1/plots.png | Bin 0 -> 49627 bytes 4 files changed, 144 insertions(+) create mode 100644 mashkova_margarita_lab_1/README.md create mode 100644 mashkova_margarita_lab_1/console.png create mode 100644 mashkova_margarita_lab_1/main.py create mode 100644 mashkova_margarita_lab_1/plots.png diff --git a/mashkova_margarita_lab_1/README.md b/mashkova_margarita_lab_1/README.md new file mode 100644 index 0000000..98e0e8f --- /dev/null +++ b/mashkova_margarita_lab_1/README.md @@ -0,0 +1,59 @@ +# Лабораторная работа №1 +## ПИбд-42 Машкова Маргарита (Вариант 19) +## Задание +Cгенерировать определенный тип данных и сравнить на нем 3 модели по варианту. +Построить графики, отобразить качество моделей, объяснить полученные результаты. + +### Данные: +> make_moons (noise=0.3, random_state=rs) + +### Модели: + +> - Линейная регрессия +> - Полиномиальная регрессия (со степенью 5) +> - Гребневая полиномиальная регрессия (со степенью 5, alpha= 1.0) + +## Запуск программы +Для запуска программы необходимо запустить файл main.py + +## Используемые технологии +> **Язык программирования:** python +> +> **Библиотеки:** +> - `matplotlib` - пакет для визуализации данных. +> - `sklearn` - предоставляет широкий спектр инструментов для машинного обучения, статистики и анализа данных. +## Описание работы программы + +Изначально генерируются синтетические данные Х и у для проведения экспериментов при помощи функции `make_moons` с заданными параметрами. +Функция `train_test_split` делит данные так, что тестовая выборка составляет 40% от исходного набора данных. +Разделение происходит случайным образом (т.е. элементы берутся из исходной выборки не последовательно). +После чего для каждой из заданных по варианту моделей выполняются следующие действия: +1. Создание модели с заданными параметрами. +2. Обучение модели на исходных данных. +3. Предсказание модели на тестовых данных. +4. Оценка качества модели по 3 метрикам: + +* **Коэффициент детерминации**: метрика, которая измеряет, насколько хорошо модель соответствует данным. +Принимает значения от 0 до 1, где 1 означает идеальное соответствие модели данным, а значения ближе к 0 указывают на то, +что модель плохо объясняет вариацию в данных. Для вычисления коэффициента детерминации модели используется метод `score` библиотеки scikit-learn. + +* **Средняя абсолютная ошибка (MAE):** Для вычисления данной метрики используется метод `mean_absolute_error` библиотеки scikit-learn. +* **Средняя квадратичная ошибка (MSE):** Для вычисления данной метрики используется метод `mean_squared_error` библиотеки scikit-learn. + +Последние 2 метрики измеряют разницу между предсказанными значениями модели и фактическими значениями. +Меньшие значения MAE и MSE указывают на лучшую производительность модели. + +Вычисленные значения метрик выводятся в консоль. + +После чего строятся графики, отображающие работу моделей. На первом графике отображаются ожидаемые результаты предсказания, +на остальных - предсказания моделей. Чем меньше прозрачных точек - тем лучше отработала модель. + +## Тесты + +![Вывод в консоли](console.png) + +![Графики](plots.png) + +**Вывод:** исходя из полученных результатов, схожую хорошую производительность имеют +линейная регрессия и гребневая полиномиальная регрессия. +Самую низкую производительность имеет полиномиальная регрессия. diff --git a/mashkova_margarita_lab_1/console.png b/mashkova_margarita_lab_1/console.png new file mode 100644 index 0000000000000000000000000000000000000000..aca47d5a58d300c72a69c3bc4c0afbd04ec1dc8c GIT binary patch literal 30586 zcmd421yEdF+OAC!2mulZ9)g7gcMC4TEx5aTaA;hDySux)d*klz?lcaKHE{ZUXTF*5 zn|aTvGgYVR|EcQQwf8QncduT()^p$Y^#sXCiF`o(j0gh*^Fd5hP!0y>)g1Ko>)mVU zm1hbR0_fqDoty|iO!*kzA@l^+m`{=q2BsRkeeGLGJ$J^{U^h&;SO; z5k*XpPr*s+Bn?3W$j}!R8zJm-abT#(o1Lir;53y0s(dq}Yyu2G$OkiF< zCa`oye3Z#b=IRUG3@qj~6~UJV;sN)wuCB2cCivlM&WuIPDVD1zdjhtr^zrt6?z8(5 zS6-$TPC9R5u~*Os(Rt?!dVwB0){$d%phus{BVoZGKVUfFp(k8#sDZIM5g%hqoTOo2=6roMv 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