diff --git a/README.md b/README.md index 2ec4b1a..52f7b3c 100644 --- a/README.md +++ b/README.md @@ -45,4 +45,15 @@ * [Методические указания](labs/OATD_LR2_metod.ipynb) +### Лабораторная работа №3 + +| Группа | Дата | +|:--------|:----------:| +| А-01-20 | 09.04.2024 | +| А-03-20 | 16.04.2024 | + +* [Задание](labs/OATD_LR3.md) +* [Методические указания](labs/OATD_LR3_metod.ipynb) + + diff --git a/labs/OATD_LR3.md b/labs/OATD_LR3.md index dfbdfbb..1f4e671 100644 --- a/labs/OATD_LR3.md +++ b/labs/OATD_LR3.md @@ -1,82 +1,83 @@ -# Лабораторная работа №3. Классификация текстовых данных - -## Цель работы - -Получить практические навыки решения задачи классификации текстовых данных в среде Jupiter Notebook. -Научиться проводить предварительную обработку текстовых данных, настраивать параметры методов классификации и обучать модели, оценивать точность полученных моделей - -## Задание - -1. Загрузить выборки по варианту из лабораторной работы №2. Стемминг проводить не нужно. -2. Используя GridSearchCV произвести предварительную обработку данных и настройку методов классификации в соответствие с заданием, -вывести оптимальные значения параметров и результаты классификации модели (полнота, точность, f1-мера и аккуратности) с данными параметрами. -3. Перевести выборку к векторному представлению word embedding согласно варианту. -4. Провести обучение и настройку тех же алгоритмов классификации и с теми же параметрами, что и в п.2, но на векторизованной выборке -5. По каждому пункту работы занести в отчет программный код и результат вывода. -6. Оформить сравнительную таблицу с результатами классификации различными методами с разными настройками. -Сделать выводы о наиболее подходящем методе классификации ваших данных с указанием параметров метода и описанием предварительной обработки данных. - - - -## Варианты заданий - -| Вариант | Метод | Word embedding | -| :--- | :--- | :--- | -| 1 | KNN, SVM | glove-wiki-gigaword-100 | -| 2 | RF, MNB | glove-wiki-gigaword-50 -| 3 | KNN, DT | glove-wiki-gigaword-200 | -| 4 | RF, KNN | glove-wiki-gigaword-25 | -| 5 | LR, MNB | word2vec-google-news-300 | -| 6 | DT, LR | glove-wiki-gigaword-200 | -| 7 | RF, SVM | glove-twitter-100 | -| 8 | SVM, DT | glove-twitter-200 | -| 9 | RF, SVM | glove-twitter-100 | -| 10 | MNB, SVM | glove-twitter-25 | -| 11 | MNB, DT | word2vec-google-news-300 | -| 12 | RF, LR | glove-twitter-50 | - -## Параметры, которые необходимо настроить - -Помимо параметров предварительной обработки, таких как: взвешивание, отсечение стоп-слов, -количество информативных терминов, для каждого метода классификации необходимо настроить следующие параметры: -**К-ближайших соседей (KNN):** - -* количество ближайших соседей, -* метрика (евклидова, косинусная) - - -**Дерево решений (DT):** - -* критерий (параметр criterion: ‘gini’, ‘entropy’), -* глубина дерева (параметр max_depth: {5, 15, 50, 100}). - -**Случайный лес (RF):** - -* количество деревьев решений (параметр n_estimators: {5, 30, 100}), -* критерий (параметр criterion: ‘gini’, ‘entropy’), -* глубина дерева (параметр max_depth: {5, 15, 50}). - -**Логистическая регрессия (LR):** - -* метод нахождения экстремума (параметр solver: ‘newton-cg’, ‘lbfgs’, ‘sag’, ‘liblinear’), -* регуляризация (параметр penalty: ‘L1’, ‘L2’) -Обратить внимание, что разные виды регуляризации работают с разными методами нахождения экстремума. - -**Метод опорных векторов (SVM):** -* функция потерь (параметр kernel: ‘linear’, ‘rbf’), -* регуляризация (параметр C: {0.1, 1, 5}) -Обратить внимание, что разные виды регуляризации работают с разными функциями потерь - -**Мультиномиальный Наивный Байесовский метод (MNB)** -* параметр сглаживания α (параметр alpha: {0.1, 1, 2}) - -## Контрольные вопросы - -1. Алгоритм и особенности метода опорных векторов. -2. Алгоритм и особенности метода логистической регрессии. -3. Алгоритм и особенности метода деревьев решений. -4. Что такое регуляризация? -5. Что такое метрика расстояния? Какие метрики вам известны? - - - +# Лабораторная работа №3. Классификация текстовых данных + +## Цель работы + +Получить практические навыки решения задачи классификации текстовых данных в среде Jupiter Notebook. +Научиться проводить предварительную обработку текстовых данных, настраивать параметры методов классификации и обучать модели, оценивать точность полученных моделей + +## Задание + +1. Загрузить выборки по варианту из лабораторной работы №2. Стемминг проводить не нужно. +2. Используя GridSearchCV произвести предварительную обработку данных и настройку методов классификации в соответствие с заданием, +вывести оптимальные значения параметров и качество классификации модели (f1-мера) с данными параметрами. +3. Перевести выборку к векторному представлению word embedding согласно варианту. +4. Провести обучение и настройку тех же алгоритмов классификации и с теми же параметрами, что и в п.2, но на векторизованной выборке +5. По каждому пункту работы занести в отчет программный код и результат вывода. +6. Оформить сравнительную таблицу с результатами классификации различными методами с разными настройками. +Сделать выводы о наиболее подходящем методе классификации ваших данных с указанием параметров метода и описанием предварительной обработки данных. + + + +## Варианты заданий + +| Вариант | Метод | Word embedding | +| :--- | :--- | :--- | +| 1 | KNN, SVM | glove-wiki-gigaword-50 | +| 2 | RF, MNB | glove-wiki-gigaword-100 +| 3 | KNN, DT | glove-wiki-gigaword-200 | +| 4 | RF, KNN | glove-wiki-gigaword-300 | +| 5 | LR, MNB | word2vec-google-news-300 | +| 6 | DT, LR | glove-wiki-gigaword-200 | +| 7 | RF, SVM | glove-twitter-100 | +| 8 | SVM, DT | glove-twitter-200 | +| 9 | RF, SVM | glove-twitter-100 | +| 10 | MNB, SVM | glove-twitter-25 | +| 11 | MNB, DT | word2vec-google-news-300 | +| 12 | RF, LR | glove-twitter-50 | + +## Параметры, которые необходимо настроить + +Помимо параметров предварительной обработки, таких как: взвешивание, отсечение стоп-слов, +количество информативных терминов, для каждого метода классификации необходимо настроить следующие параметры: +**К-ближайших соседей (KNN):** + +* количество ближайших соседей, +* метрика (евклидова, косинусная) + + +**Дерево решений (DT):** + +* критерий (параметр criterion: ‘gini’, ‘entropy’), +* глубина дерева (параметр max_depth: {5, 15, 50, 100}). + +**Случайный лес (RF):** + +* количество деревьев решений (параметр n_estimators: {5, 30, 100}), +* критерий (параметр criterion: ‘gini’, ‘entropy’), +* глубина дерева (параметр max_depth: {5, 15, 50}). + +**Логистическая регрессия (LR):** + +* метод нахождения экстремума (параметр solver: ‘newton-cg’, ‘lbfgs’, ‘sag’, ‘liblinear’), +* регуляризация (параметр penalty: ‘L1’, ‘L2’) +Обратить внимание, что разные виды регуляризации работают с разными методами нахождения экстремума. +Предлагается сначала настроить модель для одного из типом регулязиации, затем для другого, и выбрать лучшую модель из двух. + +**Метод опорных векторов (SVM):** +* функция потерь (параметр kernel: ‘linear’, ‘rbf’), +* коэффициент регуляризации (параметр C: {0.1, 1, 5}) + + +**Мультиномиальный Наивный Байесовский метод (MNB)** +* параметр сглаживания α (параметр alpha: {0.1, 1, 2}) + +## Контрольные вопросы + +1. Алгоритм и особенности метода опорных векторов. +2. Алгоритм и особенности метода логистической регрессии. +3. Алгоритм и особенности метода деревьев решений. +4. Что такое регуляризация? +5. Что такое метрика расстояния? Какие метрики вам известны? + + + diff --git a/labs/OATD_LR3_metod.ipynb b/labs/OATD_LR3_metod.ipynb index c8081fd..e8773d9 100644 --- a/labs/OATD_LR3_metod.ipynb +++ b/labs/OATD_LR3_metod.ipynb @@ -99,7 +99,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Далее необходимо создать объект класса `GridSearchCV`, передав в него объект `pipeline` или классификатор, список параметров сетки, а также при необходимости, задав прочие параметры, такие так количество задействованых ядер процессора `n_jobs`, количество фолдов кросс-валидации `cv` и другие" + "Далее необходимо создать объект класса `GridSearchCV`, передав в него объект `pipeline` или классификатор, список параметров сетки, а также при необходимости, задав прочие параметры, такие так количество задействованых ядер процессора `n_jobs`, количество фолдов кросс-валидации `cv`, метрику, по которой будем судить о качестве модели `scoring`, и другие" ] }, { @@ -108,7 +108,7 @@ "metadata": {}, "outputs": [], "source": [ - "gs_clf = GridSearchCV(text_clf, parameters, n_jobs=-1, cv=3)" + "gs_clf = GridSearchCV(text_clf, parameters, n_jobs=-1, cv=3, scoring = 'f1_weighted')" ] }, { diff --git a/lections/OATD_lec_7.pdf b/lections/OATD_lec_7.pdf index b5dab50..4c890ba 100644 Binary files a/lections/OATD_lec_7.pdf and b/lections/OATD_lec_7.pdf differ diff --git a/lections/OATD_lec_7.pptx b/lections/OATD_lec_7.pptx index 34edec8..4f00ef7 100644 Binary files a/lections/OATD_lec_7.pptx and b/lections/OATD_lec_7.pptx differ diff --git a/lections/notebooks/lec7_clustering.ipynb b/lections/notebooks/lec7_clustering.ipynb index f212a2f..452eb14 100644 --- a/lections/notebooks/lec7_clustering.ipynb +++ b/lections/notebooks/lec7_clustering.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 150, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -21,6 +21,7 @@ "import matplotlib.pyplot as plt\n", "from sklearn import datasets\n", "from sklearn.metrics.pairwise import euclidean_distances\n", + "from sklearn.metrics import silhouette_score\n", "\n", "#X,y = datasets.make_moons(n_samples=100, random_state = 42, noise = 0.1 )\n", "X,y = datasets.make_blobs(n_samples=100, centers = 6, random_state =45 )\n", @@ -31,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 152, + "execution_count": 2, "metadata": { "scrolled": true }, @@ -67,16 +68,16 @@ }, { "cell_type": "code", - "execution_count": 119, + "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[2 2 2 2 1 1 2 2 2 2 2 2 2 2 2 2 2 2 1 1 2 2 2 2 1 2 2 2 2 1 1 2 1 2 2 1 2\n", - " 2 2 2 2 2 2 2 2 1 2 2 2 1 2 1 1 2 2 2 1 1 2 2 2 1 2 2 2 2 2 2 2 1 2 2 2 2\n", - " 2 1 2 2 2 1 2 2 2 2 2 1 1 1 1 2 1 2 1 2 2 2 2 2 2 2]\n" + "[1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", + " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1]\n" ] } ], @@ -87,12 +88,12 @@ }, { "cell_type": "code", - "execution_count": 120, + "execution_count": 4, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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" ] @@ -109,7 +110,7 @@ }, { "cell_type": "code", - "execution_count": 121, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -127,18 +128,28 @@ }, { "cell_type": "code", - "execution_count": 122, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[[-1.56129966 4.21898437]\n", - " [-7.5371344 -4.96080784]\n", + "[[-0.95992388 -1.54203033]\n", + " [ nan nan]\n", " [ nan nan]\n", " [ nan nan]]\n" ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Андрей\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\numpy\\core\\fromnumeric.py:3432: RuntimeWarning: Mean of empty slice.\n", + " return _methods._mean(a, axis=axis, dtype=dtype,\n", + "C:\\Users\\Андрей\\AppData\\Local\\Programs\\Python\\Python39\\lib\\site-packages\\numpy\\core\\_methods.py:182: RuntimeWarning: invalid value encountered in divide\n", + " ret = um.true_divide(\n" + ] } ], "source": [ @@ -149,12 +160,12 @@ }, { "cell_type": "code", - "execution_count": 123, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -172,19 +183,19 @@ }, { "cell_type": "code", - "execution_count": 124, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "0 custer dist: [[43.11598405]]\n", - "1 custer dist: [[723.0435087]]\n", + "0 custer dist: [[6974.82709438]]\n", + "1 custer dist: 0\n", "2 custer dist: 0\n", "3 custer dist: 0\n", - "Summary of squared cluster dist: [[766.15949275]]\n", - "Mean summary of squared cluster dist: [[191.53987319]]\n" + "Summary of squared cluster dist: [[6974.82709438]]\n", + "Mean summary of squared cluster dist: [[1743.70677359]]\n" ] } ], @@ -219,7 +230,7 @@ }, { "cell_type": "code", - "execution_count": 154, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -228,16 +239,16 @@ }, { "cell_type": "code", - "execution_count": 155, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[1 1 2 1 0 0 1 3 3 2 1 3 1 1 1 1 1 1 2 2 0 1 2 3 0 2 2 3 0 2 3 3 0 1 2 2 2\n", - " 1 3 3 2 1 1 2 0 2 0 0 1 3 2 1 0 3 1 2 1 2 2 1 1 2 1 2 1 0 1 3 2 3 3 1 2 2\n", - " 1 1 0 0 2 0 1 2 2 2 2 1 2 3 1 2 3 2 0 1 3 2 0 2 2 1]\n" + "[1 1 2 1 3 3 1 0 0 2 1 0 1 1 1 1 1 1 2 2 3 1 2 0 3 2 2 0 3 2 0 0 3 1 2 2 2\n", + " 1 0 0 2 1 1 2 3 2 3 3 1 0 2 1 3 0 1 2 1 2 2 1 1 2 1 2 1 3 1 0 2 0 0 1 2 2\n", + " 1 1 3 3 2 3 1 2 2 2 2 1 2 0 1 2 0 2 3 1 0 2 3 2 2 1]\n" ] } ], @@ -250,12 +261,12 @@ }, { "cell_type": "code", - "execution_count": 156, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -272,7 +283,7 @@ }, { "cell_type": "code", - "execution_count": 157, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -289,14 +300,14 @@ }, { "cell_type": "code", - "execution_count": 158, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[6974.827094379589, 2194.619727635032, 870.8643547241177, 472.08573606137327, 259.5795564009951, 176.1282308577753, 153.70943167635173, 142.4483725489951, 125.24089654012067]\n" + "[6974.82709437959, 2194.619727635032, 870.8643547241178, 472.08573606137327, 259.5795564009951, 176.1282308577753, 153.70943167635176, 143.24864846484422, 125.24089654012067]\n" ] } ], @@ -310,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 159, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -319,13 +330,13 @@ "" ] }, - "execution_count": 159, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -343,12 +354,12 @@ }, { "cell_type": "code", - "execution_count": 131, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -372,7 +383,7 @@ }, { "cell_type": "code", - "execution_count": 132, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -381,30 +392,30 @@ }, { "cell_type": "code", - "execution_count": 137, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Estimated number of clusters: 4\n", - "Estimated number of noise points: 8\n" + "Estimated number of clusters: 5\n", + "Estimated number of noise points: 21\n" ] }, { "data": { "text/plain": [ - "array([ 1, 0, 1, 0, 2, 2, 3, 3, 3, 1, 3, 3, 0, 3, -1, 3, 3,\n", - " 1, 2, 2, 1, 1, 1, 0, 2, 3, 3, -1, 0, 2, 2, 1, 2, 0,\n", - " 1, -1, 1, 3, 0, 1, 1, 3, 3, 0, 1, 2, 1, 0, 1, 2, 0,\n", - " 2, 2, 0, 3, 1, 2, 2, 1, 0, -1, 2, 0, 0, 3, 1, 3, 0,\n", - " 3, 2, 0, 1, 1, 3, 0, 2, 0, 1, 3, -1, 0, -1, 1, -1, 3,\n", - " 2, 2, 2, 2, 0, 2, 3, -1, 0, 0, 1, 3, 3, 0, 3],\n", + "array([ 0, 0, 1, 0, 2, 2, 0, 3, 3, 4, 0, 3, 0, -1, 0, 0, 0,\n", + " 0, 1, 4, 2, 0, -1, 3, 2, -1, 1, 3, 2, 4, -1, 3, 2, 0,\n", + " 4, 1, 1, -1, -1, -1, -1, -1, 0, 4, 2, 1, -1, 2, 0, 3, 4,\n", + " 0, 2, 3, 0, -1, -1, 4, -1, 0, 0, 1, 0, 4, 0, 2, 0, 3,\n", + " 1, 3, 3, -1, -1, -1, 0, 0, 2, 2, -1, 2, 0, -1, 4, 1, 4,\n", + " 0, 1, -1, 0, 1, 3, 1, 2, 0, -1, 1, 2, 4, -1, 0],\n", " dtype=int64)" ] }, - "execution_count": 137, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" } @@ -423,12 +434,12 @@ }, { "cell_type": "code", - "execution_count": 139, + "execution_count": 18, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -444,10 +455,23 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "0.4595289684168414" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "silhouette_score(X,labels)" + ] }, { "cell_type": "code",