Cognitive_technologies/лр8/.ipynb_checkpoints/hw1_part1_gradient-checkpoint.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 50 оттенков градиентного спуска \n",
"\n",
"В этом задании вам предстоит реализовать линейный классификатор и натренировать его, используя различные модификации градинетного спуска. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Генерация выборки\n",
"\n",
"Для наших целей будем использовать искуственно сгенерированные данные."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from sklearn import datasets, preprocessing\n",
"\n",
"# keep random_state=42 for deterministic results\n",
"(X, y) = datasets.make_circles(n_samples=1024, shuffle=True, noise=0.2, factor=0.4, random_state=42)\n",
"ind = np.logical_or(y == 1, X[:, 1] > X[:, 0] - 0.5)\n",
"X = X[ind, :]\n",
"m = np.array([[1, 1], [-2, 1]])\n",
"X = preprocessing.scale(X)\n",
"y = y[ind]\n",
"\n",
"plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired, s=20)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Варка фичей\n",
"\n",
"Как вы можете заметить, данные не являются линейно разделимыми. Нам придётся добавить в обучающую выборку новые фичи либо использовать нелинейные модели. Предположим, что разделяющая поверхность имеет вид окружности. Добавьте в матрицу признаков дополнительные колонки $x_1^2$, $x_2^2$ и $x_1 \\cdot x_2$."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def expand(X):\n",
" \"\"\"\n",
" Добавляет квадратичные фичи. \n",
" Для каждой строки матрицы находит строку \n",
" [feature0, feature1, feature0^2, feature1^2, feature0*feature1, 1]\n",
" \n",
" :param X: матрица фичей, shape [n_samples,2]\n",
" :returns: расширенная матрица фичей, shape [n_samples,6]\n",
" \"\"\"\n",
"\n",
" # Извлекаем два исходных признака\n",
" feature0 = X[:, 0]\n",
" feature1 = X[:, 1]\n",
"\n",
" # Добавляем новые признаки: квадраты и произведение\n",
" expanded_features = np.column_stack([\n",
" feature0, # feature0 (x1)\n",
" feature1, # feature1 (x2)\n",
" feature0 ** 2, # x1^2\n",
" feature1 ** 2, # x2^2\n",
" feature0 * feature1, # x1 * x2\n",
" np.ones(X.shape[0]) # Константный член 1\n",
" ])\n",
" \n",
" return expanded_features"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Логистическая регрессия \n",
"\n",
"Для классификации будем использовать логистическую регрессию. \n",
"\n",
"$$ a(x; w) = \\langle w, x \\rangle $$\n",
"$$ P( y=1 \\; \\big| \\; x, \\, w) = \\dfrac{1}{1 + \\exp(- \\langle w, x \\rangle)} = \\sigma(\\langle w, x \\rangle)$$\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def probability(X, w):\n",
" \"\"\"\n",
" Принимает на вход матрицу фичей и вектор весов\n",
" Возвращает предсказание вероятность того, что y = 1 при фиксированных x, P(y=1|x)\n",
" \n",
" :param X: расширенная матрица фичей [n_samples,6] (expanded)\n",
" :param w: вектор весов [6]\n",
" :returns: вектор вероятностей\n",
" \"\"\"\n",
"\n",
" # Скалярное произведение X и w\n",
" z = np.dot(X, w)\n",
" \n",
" # Применяем сигмоидную функцию\n",
" probabilities = 1 / (1 + np.exp(-z))\n",
" \n",
" return probabilities"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Для логистической регрессии оптимальный параметр находится минимизацией кросс-энтропии: \n",
"\n",
"$$ L(w) = - {1 \\over \\ell} \\sum_{i=1}^\\ell \\left[ {y_i \\cdot log P(y_i = 1 \\, | \\, x_i,w) + (1-y_i) \\cdot log (1-P(y_i = 1 \\, | \\, x_i,w))}\\right] $$\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def compute_loss(X, y, w):\n",
" \"\"\"\n",
" Принимает на вход матрицу весов, вектор ответов и вектор весов.\n",
" Выдаёт на выход значение функции потерь, расчитанное по формуле выше.\n",
" \"\"\"\n",
"\n",
" # Вычисляем вероятности P(y=1 | x, w)\n",
" p = probability(X, w)\n",
" \n",
" # Ограничим значения вероятностей, чтобы избежать log(0)\n",
" p = np.clip(p, 1e-15, 1 - 1e-15)\n",
" \n",
" # Количество примеров\n",
" l = len(y)\n",
" \n",
" # Вычисляем функцию потерь\n",
" loss = - (1 / l) * np.sum(y * np.log(p) + (1 - y) * np.log(1 - p))\n",
" \n",
" return loss"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Мы будем обучать модель методом градиентного спуска. Для этого нам придётся вычислить градиент функции потерь, представленной выше. Возьмите листочек, ручку и в бой! \n",
"\n",
"$$ \\nabla_w L = ...$$"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"def compute_grad(X, y, w):\n",
" \"\"\"\n",
" Вычисляет градиент функции потерь логистической регрессии.\n",
" \n",
" :param X: расширенная матрица фичей [n_samples, 6] (expanded)\n",
" :param y: вектор истинных меток [n_samples]\n",
" :param w: вектор весов [6]\n",
" :returns: градиент функции потерь по весам [6]\n",
" \"\"\"\n",
" # Количество примеров\n",
" l = len(y)\n",
" \n",
" # Вычисляем вероятности P(y=1 | x, w)\n",
" p = probability(X, w)\n",
" \n",
" # Вычисляем разницу между предсказанными вероятностями и истинными метками\n",
" diff = p - y\n",
" \n",
" # Вычисляем градиент\n",
" grad = (1 / l) * np.dot(X.T, diff)\n",
" \n",
" return grad"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Функция ниже предназначена для визуализации процесса обучения. "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"from IPython import display\n",
"\n",
"h = 0.01\n",
"x_min, x_max = X[:, 0].min() - 1, X[:, 0].max() + 1\n",
"y_min, y_max = X[:, 1].min() - 1, X[:, 1].max() + 1\n",
"xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
"\n",
"def visualize(X, y, w, history):\n",
" \"\"\"С помощью магии matplolib выдаёт красоты результатов классификации\"\"\"\n",
" Z = probability(expand(np.c_[xx.ravel(), yy.ravel()]), w)\n",
" Z = Z.reshape(xx.shape)\n",
" plt.subplot(1, 2, 1)\n",
" plt.contourf(xx, yy, Z, alpha=0.8)\n",
" plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired)\n",
" plt.xlim(xx.min(), xx.max())\n",
" plt.ylim(yy.min(), yy.max())\n",
" \n",
" plt.subplot(1, 2, 2)\n",
" plt.plot(history)\n",
" plt.grid()\n",
" ymin, ymax = plt.ylim()\n",
" plt.ylim(0, ymax)\n",
" display.clear_output(wait=True)\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# убедитесь, что у вас она работает, запустив код ниже \n",
"# (он отработает если вы верно реализовали expend и probability)\n",
"dummy_weights = np.linspace(-1, 1, 6)\n",
"visualize(X, y, dummy_weights, [0.5, 0.5, 0.25])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Обучение\n",
"\n",
"Пришло время обучить нашу модель. Для этого вам придётся дописать кусочки функций ниже. Обязательно попробуйте поменять гиперпараметры (размер батча и скорость обучения) и посмотреть как будет изменяться анимация. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mini-batch SGD\n",
"\n",
"Берём несколько рандомных наблюдений и ищем градиент по ним! \n",
"\n",
"$$ w_t = w_{t-1} - \\eta \\dfrac{1}{m} \\sum_{j=1}^m \\nabla_w L(w_t, x_{i_j}, y_{i_j}) $$\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(42)\n",
"w = np.array([0, 0, 0, 0, 0, 1], dtype=float)\n",
"\n",
"eta= 0.1 \n",
"\n",
"n_iter = 100\n",
"batch_size = 4\n",
"loss = np.zeros(n_iter)\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"for i in range(n_iter):\n",
" \n",
" # Шаг 1: случайно выбираем индексы для батча\n",
" batch_indices = np.random.choice(len(X), batch_size, replace=False)\n",
" \n",
" # Шаг 2: создаём батч признаков и меток\n",
" X_batch = X[batch_indices]\n",
" y_batch = y[batch_indices]\n",
" \n",
" # Расширяем матрицу признаков для батча\n",
" X_batch_expanded = expand(X_batch)\n",
" \n",
" # Шаг 3: вычисляем градиент по батчу\n",
" grad = compute_grad(X_batch_expanded, y_batch, w)\n",
" \n",
" # Шаг 4: обновляем веса с учётом градиента\n",
" w -= eta * grad\n",
" \n",
" # Шаг 5: вычисляем и сохраняем функцию потерь на полной выборке для контроля\n",
" loss[i] = compute_loss(expand(X), y, w) # Используем расширенную матрицу\n",
"\n",
"visualize(X, y, w, loss)\n",
"plt.clf()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Momentum SGD\n",
"\n",
"Momentum это метод, который помогает стохастическому градиентному спуску сохранять направление движения. Это осуществляется за счёт добавления в выражение дополнительного слагаемого: накопленного за предыдущие шаги градиента с весом $\\alpha$. \n",
"<br>\n",
"<br>\n",
"\n",
"$$ \\nu_t = \\alpha \\nu_{t-1} + \\eta\\dfrac{1}{m} \\sum_{j=1}^m \\nabla_w L(w_t, x_{i_j}, y_{i_j}) $$\n",
"$$ w_t = w_{t-1} - \\nu_t$$\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(42)\n",
"w = np.array([0, 0, 0, 0, 0, 1], dtype=float)\n",
"\n",
"eta = 0.05 \n",
"alpha = 0.9 \n",
"nu = np.zeros_like(w)\n",
"\n",
"n_iter = 100\n",
"batch_size = 4\n",
"loss = np.zeros(n_iter)\n",
"plt.figure(figsize=(12, 5))\n",
"\n",
"for i in range(n_iter):\n",
" \n",
" # Шаг 1: случайно выбираем индексы для батча\n",
" batch_indices = np.random.choice(len(X), batch_size, replace=False)\n",
" \n",
" # Шаг 2: создаём батч признаков и меток\n",
" X_batch = X[batch_indices]\n",
" y_batch = y[batch_indices]\n",
" \n",
" # Расширяем матрицу признаков для батча\n",
" X_batch_expanded = expand(X_batch)\n",
" \n",
" # Шаг 3: вычисляем градиент по батчу\n",
" grad = compute_grad(X_batch_expanded, y_batch, w)\n",
" \n",
" # Шаг 4: обновляем вектор скорости\n",
" nu = alpha * nu + (eta / batch_size) * grad # Накопленный градиент\n",
" \n",
" # Шаг 5: обновляем веса с учётом скорости\n",
" w -= nu\n",
" \n",
" # Шаг 6: вычисляем и сохраняем функцию потерь на полной выборке для контроля\n",
" loss[i] = compute_loss(expand(X), y, w) # Используем расширенную матрицу\n",
"\n",
"visualize(X, y, w, loss)\n",
"plt.clf()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## RMSprop\n",
"\n",
"В этом блоке реализуем RMSprop. Эта вариация градиентного спуска позволяет изменять скорость обучения индивидуально для каждого параметра. \n",
"\n",
"$$ G_t^j = \\alpha G_{t-1}^j + (1 - \\alpha) g_{tj}^2 $$\n",
"$$ w_t^j = w_{t-1}^j - \\dfrac{\\eta}{\\sqrt{G_t^j + \\varepsilon}} g_{tj} $$"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(42)\n",
"\n",
"w = np.array([0, 0, 0, 0, 0, 1.])\n",
"\n",
"eta = 0.1 \n",
"alpha = 0.9 \n",
"g2 = np.zeros_like(w)\n",
"eps = 1e-8\n",
"\n",
"n_iter = 100\n",
"batch_size = 4\n",
"loss = np.zeros(n_iter)\n",
"plt.figure(figsize=(12,5))\n",
"for i in range(n_iter):\n",
"\n",
" # Шаг 1: случайно выбираем индексы для батча\n",
" batch_indices = np.random.choice(len(X), batch_size, replace=False)\n",
" \n",
" # Шаг 2: создаём батч признаков и меток\n",
" X_batch = X[batch_indices]\n",
" y_batch = y[batch_indices]\n",
" \n",
" # Шаг 3: расширяем матрицу признаков для батча\n",
" X_batch_expanded = expand(X_batch)\n",
" \n",
" # Шаг 4: вычисляем градиент по батчу\n",
" grad = compute_grad(X_batch_expanded, y_batch, w)\n",
" \n",
" # Шаг 5: обновляем накопленные квадраты градиентов\n",
" g2 = alpha * g2 + (1 - alpha) * grad**2 # Nакопление квадратов градиента\n",
" \n",
" # Шаг 6: обновляем веса с учётом RMSprop\n",
" w -= (eta / (np.sqrt(g2) + eps)) * grad # Обновление весов\n",
" \n",
" # Шаг 7: вычисляем и сохраняем функцию потерь на полной выборке для контроля\n",
" loss[i] = compute_loss(expand(X), y, w) # Используем расширенную матрицу\n",
"\n",
"visualize(X, y, w, loss)\n",
"plt.clf()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Как траектории обучения различных вариаций градиентного спуска различаются между собой? Ожидаемо ли это? Почему? Что нужно сделать, чтобы реализовать Adam? "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Отличия между вариациями градиентного спуска\n",
"### 1. Скорость сходимости:\n",
"Обычный SGD (Stochastic Gradient Descent) может сходиться медленно, особенно если градиенты имеют высокий разброс, что может привести к колебаниям вокруг минимума.\n",
"Momentum помогает ускорить сходимость, так как он сохраняет направление градиента и сглаживает траекторию, что может уменьшить колебания.\n",
"RMSprop адаптирует скорость обучения для каждого параметра, что может привести к более быстрой сходимости, особенно в случае сильно разреженных градиентов.\n",
"Adam (Adaptive Moment Estimation) сочетает идеи из Momentum и RMSprop, что позволяет ему еще быстрее адаптировать скорости обучения и сохранять направления градиентов.\n",
"### 2. Стабильность:\n",
"Momentum может привести к overshooting (перепрыгиванию) мимо минимума, особенно если скорость обучения велика.\n",
"RMSprop и Adam обычно более стабильны благодаря адаптивной корректировке скорости обучения.\n",
"### 3. Траектория:\n",
"Траектории могут выглядеть более гладкими или резкими в зависимости от выбранного метода. Например, Momentum может демонстрировать более плавные изменения в весах, в то время как SGD может показывать более резкие изменения."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Эти различия в поведении можно ожидать, так как каждая модификация градиентного спуска имеет свои особенности в том, как они обрабатывают информацию о градиентах. Например, Momentum учитывает прошлые градиенты, что помогает предотвратить нежелательные колебания, в то время как RMSprop адаптирует скорость обучения на основе предыдущих градиентов, что помогает в случае разреженных градиентов."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Оптимизатор Adam\r\n",
"\r\n",
"Оптимизатор Adam (Adaptive Moment Estimation) — это метод, который объединяет преимущества двух других методов: \r\n",
"\r\n",
"- **Momentum**, который сохраняет направление градиента.\r\n",
"- **RMSprop**, который адаптирует скорость обучения для каждого параметра.\r\n",
"\r\n",
"## Основные формулы\r\n",
"\r\n",
"1. **Обновление первого момента:**\r\n",
" $$\r\n",
" m_t = \\beta_1 m_{t-1} + (1 - \\beta_1) g_t\r\n",
" $$\r\n",
"\r\n",
"2. **Обновление второго момента:**\r\n",
" $$\r\n",
" v_t = \\beta_2 v_{t-1} + (1 - \\beta_2) g_t^2\r\n",
" $$\r\n",
"\r\n",
"3. **Коррекция смещения для моментов:**\r\n",
" $$\r\n",
" \\hat{m}_t = \\frac{m_t}{1 - \\beta_1^t}\r\n",
" $$\r\n",
" $$\r\n",
" \\hat{v}_t = \\frac{v_t}{1 - \\beta_2^t}\r\n",
" $$\r\n",
"\r\n",
"4. **Обновление весов:**\r\n",
" $$\r\n",
" w_t = w_{t-1} - \\frac{\\eta}{\\sqrt{\\hat{v}_t} + \\epsilon} \\hat{m}_t\r\n",
" $$\r\n",
"\r\n",
"## Параметры\r\n",
"\r\n",
"- $\\eta$: скорость обучения.\r\n",
"- $\\beta_1$: параметр затухания для первого момента (обычно $0.9$).\r\n",
"- $\\beta_2$: параметр затухания для второго момента (обычно $0.999$).\r\n",
"- $\\epsilon$: малое значение для предотвращения деления на ноль (обычно $1e-8$).\r\n",
"\r\n",
"## Шаги алгоритма\r\n",
"\r\n",
"1. Инициализируйте:\r\n",
" - $m = 0$\r\n",
" - $v = 0$\r\n",
" - $t = 0$\r\n",
"\r\n",
"2. На каждой итерации:\r\n",
" - Увеличьте $t$ на 1.\r\n",
" - Вычислите градиент $g_t$.\r\n",
" - Обновите моменты $m_t$ и $v_t$ по формуле (1) и (2).\r\n",
" - Корректируйте моменты \n",
"\r\n",
" w -= eta * m_hat / (np.sqrt(v_hat) + epsilon) # обновление весов\r\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1200x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<Figure size 640x480 with 0 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Реализация оптимизатора Adam\n",
"np.random.seed(42)\n",
"w = np.array([0, 0, 0, 0, 0, 1.]) # Начальные веса\n",
"\n",
"eta = 0.001 # Скорость обучения\n",
"beta1 = 0.9 # Параметр затухания для первого момента\n",
"beta2 = 0.999 # Параметр затухания для второго момента\n",
"m = np.zeros_like(w) # Инициализация первого момента\n",
"v = np.zeros_like(w) # Инициализация второго момента\n",
"epsilon = 1e-8 # Малое значение для численной стабильности\n",
"\n",
"n_iter = 100 # Количество итераций\n",
"batch_size = 4 # Размер батча\n",
"loss = np.zeros(n_iter) # Массив для хранения значений потерь\n",
"\n",
"plt.figure(figsize=(12, 5)) # Установка размера фигуры\n",
"\n",
"for t in range(1, n_iter + 1):\n",
" \n",
" # Шаг 1: случайный выбор индексов для батча\n",
" batch_indices = np.random.choice(len(X), batch_size, replace=False)\n",
" \n",
" # Шаг 2: создание батча признаков и меток\n",
" X_batch = X[batch_indices]\n",
" y_batch = y[batch_indices]\n",
" \n",
" # Шаг 3: расширение матрицы признаков для батча\n",
" X_batch_expanded = expand(X_batch)\n",
" \n",
" # Шаг 4: вычисление градиента для батча\n",
" grad = compute_grad(X_batch_expanded, y_batch, w)\n",
" \n",
" # Шаг 5: обновление первых и вторых моментов\n",
" m = beta1 * m + (1 - beta1) * grad # Первый момент\n",
" v = beta2 * v + (1 - beta2) * (grad ** 2) # Второй момент\n",
" \n",
" # Шаг 6: коррекция смещения\n",
" m_hat = m / (1 - beta1 ** t) # Коррекция первого момента\n",
" v_hat = v / (1 - beta2 ** t) # Коррекция второго момента\n",
" \n",
" # Шаг 7: обновление весов\n",
" w -= eta * m_hat / (np.sqrt(v_hat) + epsilon)\n",
"\n",
" # Сохранение потерь для мониторинга\n",
" loss[t-1] = compute_loss(expand(X), y, w) # Используем расширенную матрицу\n",
"\n",
"# Визуализация\n",
"visualize(X, y, w, loss)\n",
"plt.clf()\n"
]
}
],
"metadata": {
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