From dea46d7061a50084d89efc2707551f72716ac8f8 Mon Sep 17 00:00:00 2001 From: BulatReznik <90419704+BulatReznik@users.noreply.github.com> Date: Thu, 30 Nov 2023 10:03:47 +0400 Subject: [PATCH] almukhammetov_bulat_lab_6 --- almukhammetov_bulat_lab_6/README.md | 82 ++++++++++++++++++++++++++ almukhammetov_bulat_lab_6/image-1.png | Bin 0 -> 20748 bytes almukhammetov_bulat_lab_6/image.png | Bin 0 -> 35534 bytes almukhammetov_bulat_lab_6/lab6.py | 49 +++++++++++++++ 4 files changed, 131 insertions(+) create mode 100644 almukhammetov_bulat_lab_6/README.md create mode 100644 almukhammetov_bulat_lab_6/image-1.png create mode 100644 almukhammetov_bulat_lab_6/image.png create mode 100644 almukhammetov_bulat_lab_6/lab6.py diff --git a/almukhammetov_bulat_lab_6/README.md b/almukhammetov_bulat_lab_6/README.md new file mode 100644 index 0000000..40aae1a --- /dev/null +++ b/almukhammetov_bulat_lab_6/README.md @@ -0,0 +1,82 @@ +Вариант 2 + +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. + +Данные: +Данный набор данных использовался во второй главе недавней книги Аурелиена Жерона "Практическое машинное обучение с помощью Scikit-Learn и TensorFlow". Он служит отличным введением в реализацию алгоритмов машинного обучения, потому что требует минимальной предварительной обработки данных, содержит легко понимаемый список переменных и находится в оптимальном размере, который не слишком мал и не слишком большой. + +Данные содержат информацию о домах в определенном районе Калифорнии и некоторую сводную статистику на основе данных переписи 1990 года. Следует отметить, что данные не прошли предварительную очистку, и для них требуются некоторые этапы предварительной обработки. Столбцы включают в себя следующие переменные, их названия весьма наглядно описывают их суть: + +долгота longitude + +широта latitude + +средний возраст жилья median_house_value + +общее количество комнат total_rooms + +общее количество спален total_bedrooms + +население population + +домохозяйства households + +медианный доход median_income + +Запуск: +Запустите файл lab6.py + +Описание программы: + +1. Загрузка данных: + - Программа начинается с загрузки данных из файла 'housing.csv' с использованием библиотеки pandas. + - Пропущенные значения в данных удаляются с помощью `dropna()`. + +2. Выбор признаков и целевой переменной: + - Из загруженных данных выбираются признаки (features) и целевая переменная (target). + - В данном случае, признаки включают 'total_rooms', 'total_bedrooms', 'population', 'households', и 'median_income', а целевая переменная - 'median_house_value'. + +3. Разделение данных: + - Данные разделяются на тренировочный и тестовый наборы с использованием `train_test_split`. + - В данной программе 90% данных используются для тренировки и 10% для тестирования. + +4. Масштабирование признаков: + - Признаки и целевая переменная масштабируются с использованием `StandardScaler`, чтобы улучшить производительность нейронной сети. + +5. Создание и обучение MLPRegressor: + - Создается модель MLPRegressor с заданными параметрами, такими как размеры скрытых слоев (hidden_layer_sizes), количество итераций (max_iter), и начальное состояние (random_state). + - Модель обучается на тренировочных данных с использованием `fit`. + +6. Предсказания и оценка производительности: + - Модель делает предсказания на тестовых данных с использованием `predict`. + - Оцениваются различные метрики производительности, такие как среднеквадратичная ошибка (MSE), среднеабсолютное отклонение (MAE) и коэффициент детерминации (R^2). + +7. Вывод результатов: + - Результаты оценки модели выводятся на экран, включая среднеквадратичную ошибку, среднеабсолютное отклонение и коэффициент детерминации. + +Результаты: + +![Alt text](image.png) + +![Alt text](image-1.png) + +Выводы: + +1. Среднеквадратичная ошибка (MSE): 69877.11% + - Эта метрика измеряет среднеквадратичное отклонение предсказанных значений от фактических. Чем меньше значение MSE, тем лучше. В данном случае, значение 69877.11% ОГРОМНО, что может свидетельствовать о значительном разбросе между фактическими и предсказанными значениями. + +2. Среднеабсолютное отклонение (MAE): 49654.91% + - MAE измеряет среднее абсолютное отклонение предсказанных значений от фактических. Аналогично, чем меньше значение MAE, тем лучше. Здесь значение 49654.91% также довольно больше. + +3. Коэффициент детерминации (R^2): 64.58% + - R^2 измеряет, насколько хорошо модель соответствует вариации в данных. Значение 64.58% говорит о том, что модель объясняет 64.58% дисперсии в целевой переменной. Это можно считать средним результатом. + +Интерпретация результатов: + +- В данном случае, модель MLPRegressor, обученная на выбранных признаках, не показала высокую точность предсказания целевой переменной (median_house_value). +- Значения метрик (MSE, MAE, R^2) указывают на некоторую степень ошибки модели. + +Общий вывод: +- В данной программе представленный MLPRegressor не дал оптимальных результатов. 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