From e8ff2392dace402ae7d83bb4d7394e4f9806c406 Mon Sep 17 00:00:00 2001 From: a-shdv Date: Sat, 4 Nov 2023 21:18:36 +0400 Subject: [PATCH] Add lab6 --- shadaev_anton_lab_6/README.md | 47 ++++++++++++++++++++++++++++++++++ shadaev_anton_lab_6/img.png | Bin 0 -> 55130 bytes shadaev_anton_lab_6/main.py | 31 +++++++++++++++++++++- 3 files changed, 77 insertions(+), 1 deletion(-) create mode 100644 shadaev_anton_lab_6/README.md create mode 100644 shadaev_anton_lab_6/img.png diff --git a/shadaev_anton_lab_6/README.md b/shadaev_anton_lab_6/README.md new file mode 100644 index 0000000..6cc4403 --- /dev/null +++ b/shadaev_anton_lab_6/README.md @@ -0,0 +1,47 @@ +# IIS_2023_1 +### Задание +Использовать нейронную сеть (четные варианты –MLPRegressor, нечетные –MLPClassifier) для данных из таблицы 1 по варианту, самостоятельно сформулировав задачу. Интерпретировать результаты и оценить, насколько хорошо она подходит для решения сформулированной вами задачи. + +29 Вариант. MLPClassifier. + +### Способ запуска лабораторной работы +Выполнить скрипт `shadaev_anton_lab_6/main.py`, после которого результат будет выведен в консоль. + +### Стек технологий +* `Python`: v. 3.11 +* `Pandas` - библиотека, которая позволяет работать с двумерными и многомерными таблицами, строить сводные таблицы, выделять колонки, использовать фильтры по параметрам, выполнять группировку по параметрам, запускать функции (сложение, нахождение медианы, среднего, минимального, максимального значений), объединять таблицы и многое другое +* `Sklearn` - библиотека, которая предоставляет ряд инструментов для моделирования данных, включая классификацию, регрессию, кластеризацию и уменьшение размерности. + +### Описание кода + +1. Загрузка данных - Сначала загружаются данные из файла `'stroke_prediction_ds.csv'` с помощью функции `pd.read_csv()`. + +1. Выделение признаков и целевой переменной - Затем выбираются признаки `'hypertension'`, `'heart_disease'` и `'avg_glucose_level'` в качестве входных данных, а `'age'` выбирается в качестве целевой переменной. + +1. Определение категорий для целевой переменной - Целевая переменная `'age'` делится на категории с помощью функции `'pd.qcut()'`. Это делается для преобразования непрерывной переменной в категориальную. + +1. Разделение данных на обучающий и тестовый наборы - Данные затем разделяются на обучающий и тестовый наборы с использованием функции `train_test_split()`. + +1. Нормализация данных - Нормализация данных выполняется с помощью класса `MinMaxScaler` из библиотеки `sklearn`. Это делается для того, чтобы все признаки были в одном масштабе, что может улучшить производительность модели. + +1. Обучение модели - Далее создается и обучается модель `MLPClassifier` (многослойный перцептрон), которая применяется для классификации данных. + +1. Предсказание на тестовых данных - После обучения модели производятся предсказания на тестовых данных. + +1. Оценка производительности модели - После предсказания модели оценивается с помощью метрик точности (`accuracy_score`) и отчета классификации (`classification_report`). + +1. Вывод результатов - Наконец, результаты оценок модели выводятся на экран. + + +Результат: + +![img.png](img.png) + +### Вывод +* Точность (Accuracy) - это общая метрика, которая измеряет долю правильных прогнозов от общего количества прогнозов - в моем случае составляет ~0.48, что означает, что модель правильно предсказала 48% случаев +* Точность (Precision) - это доля правильных прогнозов среди всех прогнозов, сделанных моделью - в моем случае, например, точность для класса "18 лет" составляет 0.43, что означает, что из всех случаев, когда модель предсказывала "18 лет", на самом деле было "18 лет" в 43% случаев. +* Полнота (Recall) - это доля правильных прогнозов среди всех фактических положительных случаев - в моем случае, например, полнота для класса "18 лет" составляет 0.93, что означает, что из всех фактических случаев "18 лет", модель правильно предсказала в 93% случаях. +* F1-score - это среднее гармоническое точности и полноты, и оно дает общее представление о том, насколько хорошо модель работает на данном классе - в моем случае, например, F1-score для класса "18 лет" составляет 0.59. +* Поддержка (Support) - это количество наблюдений в каждом классе - в моем случае, например, поддержка для класса "18 лет" составляет 352. + +Общая точность составляет 0.48, что указывает на то, что модель в целом работает не очень хорошо. \ No newline at end of file diff --git a/shadaev_anton_lab_6/img.png b/shadaev_anton_lab_6/img.png new file mode 100644 index 0000000000000000000000000000000000000000..33316f791917a973c30673d2eb4a75027ef09db4 GIT binary patch literal 55130 zcmb@u^q-QN2he>Xc(jG;{Ex4 zufO2B_S4z9-F7?Yb^XUu~k1QD) zS`eC|jO0hK$w8}!uTkT~k-u2CZ?-6rnoXxm+Ft_R|2`qo1iXFbuJEYClcD9&@cqmk zKZe$uf36-@jSHSU=`nrUfs1-xoa~B4T8d3NWwkef_b4|@TP`v@%#gokTp#7{s;<60 z9sKXRhOq`cY(CeVRyHmB z^OytK!d}^fqTsPw`{d-Z-}a*TlY1wS=SZ$P$ThcEz+LFE)IpgLNr&yb`z?Rzg%mb} zy^DjT{U3Z^Ijl7=Q)9L`g9+1>P<^604!1MkkiOPC4T+5EO@F1si+deK;yT;n&R_2{ 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