diff --git a/sem1/main.ipynb b/sem1/main.ipynb index e86f4b8..7dc5a26 100644 --- a/sem1/main.ipynb +++ b/sem1/main.ipynb @@ -229,7 +229,7 @@ }, "source": [ "### Множество объектов\n", - "В данной задачи множество объектов описывается $n=4$ признаками:\n", + "В данной задаче множество объектов описывается $n=4$ признаками:\n", "1. Длина чашелистика\n", "2. Ширина чашелистика\n", "3. Длина лепестка\n", @@ -271,7 +271,7 @@ } }, "source": [ - "Все признаки являются вещественными признаками. Формально объекты $\\mathbf{X}$ представляються в следующем виде:\n", + "Все признаки являются вещественными признаками. Формально объекты $\\mathbf{X}$ представляются в следующем виде:\n", "$$\\mathbf{X} \\in \\mathbb{R}^{l\\times n},$$\n", "где $l$ число объектов, а $n$ число признаков.\n", "\n", @@ -304,7 +304,7 @@ }, "source": [ "### Задача машинного обучения\n", - "В нашем случае, так как мощность множества $|\\mathbf{y}|=3 \\ll l=150$ получаем задачу классификации на $M=3$ класса." + "В нашем случае, так как мощность множества $|\\mathbf{y}|=3 \\ll l=150$, получаем задачу классификации на $M=3$ класса." ] }, { @@ -317,7 +317,7 @@ }, "source": [ "## Анализ данных\n", - "Сначала проэктируем все объекты на двумерные плоскости, для упрощения анализа" + "Сначала проектируем все объекты на двумерные плоскости для упрощения анализа" ] }, { @@ -337,7 +337,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -362,7 +362,7 @@ } }, "source": [ - "Из рисунка видно, что класс синих точек (Iris-setosa) легко отделяется от двух других цветов. Оранджевые и зеленные точки отделяются не так просто в каждой из проэкций, но все равно можно провести прямую, которая отделит оранджевые точки от зеленых." + "Из рисунка видно, что класс синих точек (Iris-setosa) легко отделяется от двух других цветов. Оранжевые и зеленые точки отделяются не так просто в каждой из проекций, но все равно можно провести прямую, которая отделит оранжевые точки от зеленых." ] }, { @@ -376,9 +376,9 @@ "source": [ "## Построение модели\n", "### Преобразование данных\n", - "Как было сказано ранее нам требуется решить задачу классификации на 3 класса. Но для наглядноси рассмотрим бинарную классификацию (классификацию на несколько классов рассмотрим в следующей лекции).\n", + "Как было сказано ранее, нам требуется решить задачу классификации на 3 класса. Но для наглядности рассмотрим бинарную классификацию (классификацию на несколько классов рассмотрим в следующей лекции).\n", "\n", - "Чтобы исходную задачу преобразовать в задачу бинарной классификации уберем из выборки все объекта класса Iris-setosa." + "Чтобы исходную задачу преобразовать в задачу бинарной классификации, уберем из выборки все объекты класса Iris-setosa." ] }, { @@ -445,9 +445,9 @@ "source": [ "### Модель алгоритмов\n", "\n", - "Модель алгоритмов $\\mathfrak{F}$ в машинном обучении это некоторое множество функций, которые действуют из множества объектов в множество ответов, в нашем случае:\n", + "Модель алгоритмов $\\mathfrak{F}$ в машинном обучении - это некоторое множество функций, которые действуют из множества объектов в множество ответов; в нашем случае:\n", "$$\\mathfrak{F} = \\{f| f: \\mathbb{R}^n \\to \\{-1, 1\\}, \\text{еще какие-то ограничения}\\},$$\n", - "обычно $\\mathfrak{F}$ это некоторое параметрическое семество функций, тоесть разные функции $f$ отличаются друг от друга только каким-то параметром. Простым примером параметрическим семейством функций для задачи бинарной классификации является семейство линейный классификатор:\n", + "обычно $\\mathfrak{F}$ - это некоторое параметрическое семейство функций, то есть разные функции $f$ отличаются друг от друга только каким-то параметром. Простым примером параметрического семейства функций для задачи бинарной классификации является семейство линейных классификаторов:\n", "$$\\mathfrak{F}_{bcl} = \\left\\{f\\bigr(\\theta, \\mathbf{x}\\bigr)=\\text{sign}\\bigr(\\theta^{\\mathsf{T}}\\mathbf{x}\\bigr)\\bigr| \\theta \\in \\mathbb{R}^{n} \\right\\}.$$\n" ] }, @@ -462,9 +462,9 @@ "source": [ "### Функция потерь\n", "\n", - "Машиное обучение это всегда выбор функции из множества $\\mathfrak{F}$. Чтобы выбрать функцию, нужен некоторый критерий по которому она выбирается, то есть нужно упоррядочить все функции от худшей к лучшей. Для этого построем функционал $\\mathcal{L}$, который каждой функции $f \\in \\mathfrak{F}$ ставит в соответствии число из $\\mathbb{R}_+$. В машинном обучении обычно функционал качества водиться как некоторая ошибка на выборке. В общем виде функционал качества можно представить в следующем виде:\n", + "Машиное обучение - это всегда выбор функции из множества $\\mathfrak{F}$. Чтобы выбрать функцию, нужен некоторый критерий, по которому она выбирается, то есть нужно упорядочить все функции от худшей к лучшей. Для этого построим функционал $\\mathcal{L}$, который каждой функции $f \\in \\mathfrak{F}$ ставит в соответствие число из $\\mathbb{R}_+$. В машинном обучении обычно функционал качества вводится как некоторая ошибка на выборке. В общем виде функционал качества можно представить так:\n", "$$\\mathcal{L}\\bigr(f, \\mathbf{X}, \\mathbf{y}\\bigr) = \\sum_{i=1}^l\\mathcal{q}\\bigr(f, \\mathbf{x}_i, y_i\\bigr),$$\n", - "где $q$ некоторая функция ошибки на некотором объекте $\\mathbf{x}$. Функционал качества $\\mathcal{L}$ называется эмперическим риском." + "где $q$ - некоторая функция ошибки на некотором объекте $\\mathbf{x}$. Функционал качества $\\mathcal{L}$ называется эмпирическим риском." ] }, { @@ -478,10 +478,10 @@ "source": [ "### Оптимизационная задача\n", "\n", - "Далее нужно поставить задачу оптимизации для выбора $f \\in \\mathfrak{F}$. Здесь все просто, просто минимизируем эмперический риск:\n", + "Далее нужно поставить задачу оптимизации для выбора $f \\in \\mathfrak{F}$. Здесь все просто: минимизируем эмпирический риск:\n", "$$\\hat{f} = \\arg \\min_{f \\in \\mathfrak{F}} \\mathcal{L}\\bigr(f, \\mathbf{X}, \\mathbf{y}\\bigr).$$\n", "\n", - "Важно! В результе функция $\\hat{f}$ зависит от выборки $\\left(\\mathbf{X}, \\mathbf{y}\\right)$, то есть для разных наборов данных оптимальная функция будет различная." + "Важно! В результате функция $\\hat{f}$ зависит от выборки $\\left(\\mathbf{X}, \\mathbf{y}\\right)$, то есть для разных наборов данных оптимальная функция будет различная." ] }, { @@ -498,7 +498,7 @@ "и оптимизационная задача переписывается в виде:\n", "$$\\hat{\\theta} = \\arg \\min_{\\theta \\in \\mathbb{R}^n} \\sum_{i=1}^l\\bigr[f\\bigr(\\theta, \\mathbf{x}_i\\bigr) \\not= y_i\\bigr].$$\n", "\n", - "И на самом деле в дальнейшем будем решать иммено такие задачи, на поиск оптимального параметра. Само решение задачи линейной бинарной классификации будет на следующей лекции. Сейчас используемся библиотеками для решения данной задачи. Далее в примере будет найден параметр $\\hat{\\theta}$ не как решение непосредственно этой оптимизационной задачи, а немного измененной, но об этом позже в следующей лекции." + "И на самом деле в дальнейшем будем решать именно такие задачи: на поиск оптимального параметра. Само решение задачи линейной бинарной классификации будет на следующей лекции. Сейчас используем библиотеки для решения данной задачи. Далее в примере будет найден параметр $\\hat{\\theta}$ не как решение непосредственно этой оптимизационной задачи, а немного измененной, но об этом позже в следующей лекции." ] }, { @@ -515,7 +515,7 @@ "1. Матрице объектов $\\mathbf{X} \\in \\mathbb{R}^{l\\times (n+1)}$\n", "2. Вектору ответов $\\mathbf{y} \\in \\{-1,1\\}^l$\n", "\n", - "Заметим, что объекты мы погрузили в пространство более большой размерности, добавив еще один признак, который у всех объектов будет равен $1$." + "Заметим, что объекты мы погрузили в пространство большей размерности, добавив еще один признак, который у всех объектов будет равен $1$." ] }, { @@ -599,10 +599,10 @@ }, "source": [ "# Переход от бинарной классификации к многоклассовой\n", - "Теперь же остается вопрос: как перейти от задачи бинарной классификации к многоклассовой? В качестве бинарного классификатора рассмотрим все ту же модель алгоритмов: \n", + "Теперь же остается вопрос: как перейти от задачи бинарной классификации к многоклассовой? В качестве бинарного классификатора рассмотрим все ту же модель алгоритмов:\n", "$$\\mathfrak{F}_{bcl} = \\left\\{f\\bigr(\\theta, \\mathbf{x}\\bigr)=\\text{sign}\\bigr(\\theta^{\\mathsf{T}}\\mathbf{x}\\bigr)\\bigr| \\theta \\in \\mathbb{R}^{n} \\right\\}.$$\n", "\n", - "Но знак позволяет отделить только два знака. Какие же есть решения?" + "Но знак позволяет отделить только два класса. Какие же есть решения?" ] }, { @@ -614,7 +614,7 @@ } }, "source": [ - "Рассмотрим вариант перехода, который называется Один против всех (One VS All). Для простоты визуализации рассмотрим пример на синтетических данных. " + "Рассмотрим вариант перехода, который называется \"Один против всех (One VS All)\". Для простоты визуализации рассмотрим пример на синтетических данных." ] }, { @@ -648,7 +648,7 @@ "X3 = np.array([[-1,1]]) + 0.5*np.random.randn(l, n)\n", "\n", "X = np.vstack([X1, X2, X3])\n", - "y = np.hstack([[0]*l, [1]*l, [2]*l])\n" + "y = np.hstack([[0]*l, [1]*l, [2]*l])" ] }, { @@ -668,7 +668,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -701,7 +701,7 @@ "source": [ "## Один против всех\n", "\n", - "Данные метод основан на том, что для классификации на $M>2$ классов нужно построить $M$ линейных классификаторов, которые классифицируют $k$-й класс прорив всех остальных классов." + "Данный метод основан на том, что для классификации на $M>2$ классов нужно построить $M$ линейных классификаторов, которые классифицируют $k$-й класс против всех остальных классов." ] }, { @@ -758,7 +758,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -778,11 +778,11 @@ "for k in np.unique(y):\n", " plt.plot(X[y==k,0], X[y==k,1], 'o', label='класс {}'.format(k), color=cols[k])\n", "\n", - "# построение прямой перпендикулярной к разделяющей\n", + "# построение прямой, перпендикулярной к разделяющей\n", "for k in np.unique(y):\n", " # нормальный вектор к прямой\n", " x2, y2 = -models[k].coef_[0][1]/models[k].coef_[0][0], 1\n", - " \n", + "\n", " polynomial = np.poly1d(np.polyfit([0, x2], [0, y2], 1))\n", " x_axis = np.linspace(-10, 10)\n", " y_axis = polynomial(x_axis)\n", @@ -801,9 +801,9 @@ } }, "source": [ - "По данному рисунку возьникает сразу несколько вопросов:\n", - "1. Как видно на рисунке в класс зеленых точек попадает много зеленных и много красных точек. Такое случилось, потому, что мы считали просто скалярное произведени, без добавления адитивной константы, которая грубо говоря приближает разделяющую прямую к истинным точкам или отдаляет. \n", - "2. Есть точки, которые поадают сразу в несколько областей, что делать с ними? Здесь есть много подходов. Какие есть варианты у вас?" + "По данному рисунку возникает сразу несколько вопросов:\n", + "1. Как видно на рисунке, в класс зеленых точек попадает много зеленых и много красных точек. Такое случилось потому, что мы считали просто скалярное произведение, без добавления аддитивной константы, которая, грубо говоря, приближает разделяющую прямую к истинным точкам или отдаляет.\n", + "2. Есть точки, которые попадают сразу в несколько областей. Что делать с ними? Здесь есть много подходов. Какие есть варианты у вас?" ] }, { @@ -817,7 +817,7 @@ "source": [ "Один из вариантов следующий:\n", "1. Всего плоскость разделена на 6 областей.\n", - "2. Считаем в какую область попала точка и получаем нужный класс." + "2. Считаем, в какую область попала точка, и получаем нужный класс." ] }, { @@ -831,7 +831,7 @@ "source": [ "## Методы анализа качества\n", "\n", - "Самый простой способо это подсчет ошибок, не верных классов:\n", + "Самый простой способ - это подсчет ошибок, неверных классов:\n", "$$\\mathcal{L}\\bigr(\\theta, \\mathbf{X}, \\mathbf{y}\\bigr) = \\sum_{i=1}^l\\bigr[f\\bigr(\\theta, \\mathbf{x}_i\\bigr) \\not= y_i\\bigr].$$\n", "\n", "Также можно рассмотреть таблицу попарных ошибок:\n", @@ -843,8 +843,8 @@ "| __f(x) = 3__ | 3-1 | 3-2 | 3-3 |\n", "\n", "Данная таблица показывает, сколько классификатор сделал ошибок между двумя парами классов. Например:\n", - "1. 2-3 это число, которое обозначает, сколько объектов класса $3$ объект отнес к классу $2$\n", - "2. 3-1 это число, которое обозначает, сколько объектов класса $1$ объект отнес к классу $3$" + "1. 2-3 - это число, которое обозначает, сколько объектов класса $3$ объект отнес к классу $2$\n", + "2. 3-1 - это число, которое обозначает, сколько объектов класса $1$ объект отнес к классу $3$" ] }, { @@ -874,8 +874,7 @@ "for k in range(3):\n", " pred = np.argmax(np.vstack([models[i].predict_proba(X[y==k])[:, 1] for i in range(3)]).T, axis=1)\n", " for i in range(3):\n", - " scores[i, k] = sum(pred == i)\n", - " " + " scores[i, k] = sum(pred == i)" ] }, { @@ -915,7 +914,7 @@ } }, "source": [ - "Результаты данной таблицы показывают такой же результат как и картинка. Хуже всего от других отделим второй класс." + "Результаты данной таблицы показывают такой же результат, как и картинка. Хуже всего от других отделим второй класс." ] }, { @@ -927,7 +926,7 @@ } }, "source": [ - "# Переобучения и контроль качества" + "# Переобучение и контроль качества" ] }, { @@ -939,15 +938,15 @@ } }, "source": [ - "В предыдущем примере мы указали, что полученная оптимальная функция сильно зависит от данных и от сложности выбранной модели. Банальный пример в качестве функции мы можем взять просто функцию, которая для каждого элемента выборки возвращает ее метку. Качество на выборке будет идеальным, но ни о какой обобщающей способности не может идти речи.\n", + "В предыдущем примере мы указали, что полученная оптимальная функция сильно зависит от данных и от сложности выбранной модели. Банальный пример: в качестве функции мы можем взять просто функцию, которая для каждого элемента выборки возвращает ее метку. Качество на выборке будет идеальным, но ни о какой обобщающей способности не может идти речи.\n", "\n", - "Поэтому обычно выделяют этапы обучения и контроля. На этап обучения одни данные, а на этапе контроля другие.\n", - "Перепишем постановку задачи следующем образом, пусть задана обучающая выборка:\n", + "Поэтому обычно выделяют этапы обучения и контроля. На этапе обучения одни данные, а на этапе контроля - другие.\n", + "Перепишем постановку задачи следующим образом. Пусть задана обучающая выборка:\n", "$$\\mathbf{X}_{tr} \\in \\mathbb{R}^{l_{tr}\\times n}, \\quad \\mathbf{y}_{tr} \\in \\mathbb{Y}^{l_{tr}},$$\n", "и выборка для контроля:\n", "$$\\mathbf{X}_{vl} \\in \\mathbb{R}^{l_{vl}\\times n}, \\quad \\mathbf{y}_{vl} \\in \\mathbb{Y}^{l_{vl}}.$$\n", "\n", - "Также еще есть отложенная выборка, которая вообще не используется в подборе каких либо параметров, тестова выборка:\n", + "Также еще есть отложенная выборка, которая вообще не используется в подборе каких-либо параметров, - тестовая выборка:\n", "$$\\mathbf{X}_{ts} \\in \\mathbb{R}^{l_{ts}\\times n}, \\quad \\mathbf{y}_{ts} \\in \\mathbb{Y}^{l_{ts}}.$$" ] }, @@ -965,7 +964,7 @@ "\n", "После этапа получения параметров $\\hat{\\theta}$ происходит измерения качества модели на выборке $\\mathbf{X}_{vl}, \\mathbf{y}_{vl}$.\n", "\n", - "И того получаем две ошибки $\\mathcal{L}\\bigr(\\theta, \\mathbf{X}_{tr}, \\mathbf{y}_{tr}\\bigr)$ и $\\mathcal{L}\\bigr(\\theta, \\mathbf{X}_{vl}, \\mathbf{y}_{vl}\\bigr)$ и в случае, если ошибка на обучении много меньше чем ошибка на контроле, то получаем переобучение." + "И того получаем две ошибки $\\mathcal{L}\\bigr(\\theta, \\mathbf{X}_{tr}, \\mathbf{y}_{tr}\\bigr)$ и $\\mathcal{L}\\bigr(\\theta, \\mathbf{X}_{vl}, \\mathbf{y}_{vl}\\bigr)$ и в случае, если ошибка на обучении много меньше, чем ошибка на контроле, получаем переобучение." ] }, { @@ -1002,8 +1001,7 @@ "y_vl = X_vl@w + np.random.randn(l)\n", "\n", "X_ts = np.random.randn(l, n)\n", - "y_ts = X_ts@w + np.random.randn(l)\n", - "\n" + "y_ts = X_ts@w + np.random.randn(l)" ] }, { @@ -1042,7 +1040,7 @@ "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD4CAYAAAAEhuazAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dd3xUZdr/8c81M5lk0gtIRxKXJlKCiFmxYAVdBaxgwYKuIvpYfrsW1mdd191nlcVHdlkRH9ZFsVFsiAqC2LsGCF0EIfQakkB6Jrl/f8wQAySQduacZK7365VXZs6cOec7k+SaO/c5577FGINSSqnw4rI7gFJKqdDT4q+UUmFIi79SSoUhLf5KKRWGtPgrpVQY8tgdoC5atWplunTpYncMpZRqVpYsWbLPGNO6pseaRfHv0qULmZmZdsdQSqlmRUQ21/aYdvsopVQY0uKvlFJhSIu/UkqFIS3+SikVhrT4K6VUGNLir5RSYUiLv1JKhSEt/hYxxrBv6lQKvvjS7ihKKXUULf4WERFy/jOdgs8/tzuKUkodRYu/hdwpyVTk5NgdQymljqLF30Ke5BT8+/fbHUMppY6ixd9C2vJXSjmVFn8LactfKeVUWvwt5E5JpiI3F1NRYXcUpZQ6jBZ/C3mSU6Cykor8fLujKKXUYbT4W8iTkgyg/f5KKcfR4m8hd3IKAP4c7fdXSjmL5cVfRNwiskxE3gveTxWR70Rkg4jMFhGv1RnsUtXy368tf6WUs4Si5X8vsLba/QnAJGPMr4Bc4NYQZLCFO0Vb/kopZ7K0+ItIR+A3wPPB+wKcB7wRXGUGMMLKDHZyJySAy4VfW/5KKYexuuX/D+BBoDJ4PwXIM8b4g/e3AR0szmAbcbtxJyVRoS1/pZTDWFb8ReRSYI8xZkkDn3+7iGSKSObevXubOF3oeJKTteWvlHIcK1v+g4BhIpINzCLQ3fNPIFFEPMF1OgLba3qyMWaaMWaAMWZA69atLYxpLXdKirb8lVKOY1nxN8aMN8Z0NMZ0AUYBHxtjrgc+Aa4KrnYT8I5VGZxAW/5KKSey4zz/h4D/JyIbCBwD+I8NGUJGW/5KKSfyHH+VxjPGfAp8Gry9ERgYiv06gSclmcqCAipLS3FFRtodRymlAL3C13Lu5EMXemnrXynlHFr8LebRC72UUg6kxd9iv7T89aCvUso5tPhbTFv+Sikn0uJvsUMje2rLXynlJFr8LeaKiUYiI7Xlr5RyFC3+FhMRnchdKeU4WvxDQCdyV0o5jRb/ENCWv1LKabT4h4C2/JVSTqPFPwQ8wZa/McbuKEopBWjxDwl3cgqmvJzKggK7oyilFKDFPySqJnLXfn+llENo8Q+BQxd6ab+/UsoptPiHwKGWv19b/koph9DiHwLu4Pg+OqmLUsoptPiHgCcpCUCnc1RKOYYW/xAQrxdXfLy2/JVSjmFp8ReRTiLyiYisEZHVInJvcHmyiHwoIuuD35OszOEEOpG7UspJrG75+4HfGWNOBjKAu0TkZOBh4CNjTFfgo+D9Fk0ncldKOYmlxd8Ys9MYszR4+yCwFugADAdmBFebAYywMocTaMtfKeUkIevzF5EuQDrwHdDGGLMz+NAuoE0N698uIpkikrl3795QxbRMYHA3bfkrpZwhJMVfRGKBN4H7jDEHqj9mAgPeHDXojTFmmjFmgDFmQOvWrUMR01Ke5BQq8vIwFRV2R1FKKeuLv4hEECj8rxpj3gou3i0i7YKPtwP2WJ3Dbu6UZDCGirw8u6MopZTlZ/sI8B9grTHm6WoPzQNuCt6+CXjHyhxO8MtE7trvr5Syn8fi7Q8CRgMrRSQruOwPwJPAHBG5FdgMXGNxDtu5k4ODu+n4PkopB7C0+BtjvgSklofPt3LfTqMtf6WUk+gVviFS1fLXM36UUg6gxT9E3AkJ4Hbruf5KKUfQ4h8i4nLhTk7Slr9SyhG0+IeQTuSulHIKLf4hdGgid6WUspsW/xBya8tfKeUQWvxDSFv+Simn0OIfQu7kFCoLC6ksKbE7ilIqzFl9ha+q5tBE7hX79+Nq397mNEqpI/n37aPwq68o+PIripcsARFcMTGBr+hoXDExeNNSSb7xRjzBa3eaKy3+IeROPnSV734itPi3eMYYTFkZpriYypISKouLMSUlmLIyPG3a4GnThsDwV8pOJWvWcOCDhRR8+QWla9YCgYsyo08fiMvrpaKwkMrCQioKDlK+excHFy8m96WXSb75ZpJvuRl3XJzNr6BhtPiH0C8tf+33b6nKt2+n8NvvKPz2W4q+/Rb/MeaiEJ8P74knBr66dCGyW1diBw3CnZgYwsThq2jZMvZNnUrh51+Ax0N0v360vu8+Ys46k6iePRFXzb3ipT//zN5/PcO+Z58l99VXSfntbSRdfz0uny/Er6BxtPiHkDvll5a/ajlK1v1E7quvUvjNN5Rv3QoEftYxp59OZPfuuHw+xBeFK8qHyxcFHg/+Xbso25RNWXY2pT/+yMGPPgK/H1wufOnpxA4+h7jBg/H+6lf630ETMsZQ9P0P7Js6laJvv8WdlETr++8nadTIwFX4dRB50kl0/Mckilffxt5//pM9T/0vOTNmkP3bB/jzjlh25BXTPtHHA0O6MyK9g8WvqOG0+IeQJ1lb/i1J6YYN7J0yhYMLPkCio4nJyCB59A1EZ2QQ2bVrvYq2KS+nZM0aCj77jIOffsre/32avf/7NBEdOhB/ySUkXnM13k6dLHw1LcvcZduZuHDdYYV4iOxl98SnKF6yBHfrVpzw0EMkjbwGV3R0g/bh69WLztOmUZSZyU8P/Tcpf3+UiLPuwiS0Z3teMePfWgng2A8ACUyk5WwDBgwwmZmZdsdoEj+m9ydp1CjaPPSg3VFUA5Vu3MS+Z5/lwPvv4/L5SLpxNCk339yk3TXlu3ZR8NnnHPz4Iwq/+BKMIWbQIBJHXkPc4MFIREST7ctSK+bAR49D/jZI6AjnPwp9rB3Bfe6y7Yx/ayXF5YFZ85JKDnDb2gWct/kHPCecQMrtt5N41ZW4oqKabJ+X/vFNHnr37xgR7jv7Hvb7EoBK2idGsOD+X1NeWU5pRSmlFaWUVwRul1WUUVZRFrhd+cvt6uuUVpTSOro11/a4tkG5RGSJMWZAjY9p8Q+tDedfQPSAU2k/YYLdUVQ9VRYXs/uJJ8l74w0kMpLkG24gecwteJKSLN1v+c6d5L3xJnlvvIF/9248rVuTePVVJF1/Pe9tKTmqheuYluaKOfDuPVBe/MuyCB/0vQ7WL7LsA2HQkx+zPa8Atyll2KavuH7Np3grylnUJ4NLnhpHWaT7sOJbVll2dDE+xvIji3VZRRk/7ckldU8Jj8/KZ2eyi0ev91AWWdno1+ISF/1a92PGxTMa9Hwt/g6y6ZqRuOPj6fz8v+2O0vJY2Mos27yZbf91D6Xr15N842hSbr+9ao6GUDF+PwWff07u7NkUfv4FlZ4IPug8kNlpZ7Mn5pfTDhN9ETw2rJctHwLGGMorywOF8dkMyg7uoFSEsmpfgftU3S73RFLa5xpK2/aqsYV8WAGurFa0j2wpBx8rKi/llC1+xiyqpNM+WJYmvHiBi50p9Tt24hEPXreXSHckXre36naEK4IoTxRe1y/LPl23n+JS4dTsg4z/YA2ZnVvx5PmnEuvzce/5J1dtI9IdWfW8qu25I4h0Hb6PQ+t7XI3rmdfi7yBbx95J+Z7dpL311vFXVnVXWyvzssn1/gA4sr/4sZQcOk+biLhctH/qKWLPOrOJw9df6cZNzLj3r2Rs+A4Xhs869GNOt8FsTmgNUo7Pa3jw4pM4p0dSnVqu1dc5VIDr+rwjW8pNIcIVQZQ7qtYieahARrgj8Lq9RLmjiHBFEFdQSfTkTxn00w52xUbz/Ol9+L5jJwwekn0xPHlF+mGFuGobrsOLvNflxe1y1zlv9a6myzZ+ybgVc3m369l0e/xRW/8TO1bxt+2Ar4gMBf4JuIHnjTFP2pUlVOYu286e7aX03LqD0U9+7Kx/0Zu7jx4/vPBD4P5Hj9er+Ff/I3aZSi74+k06/vQxRand6PXvZ/F2rPnn5a/016tY1lRk69L9UP3x7OH5vFwQzWWZxVy4fCnnbVvKD12FNwa52NROePpHePrH+r2NghDlCRTSw1qr1YpwvDf+sPuHrVOtNez9bCKRRfvxGoPXGCKrvlO17Jfl4H14c1XLur5nOJmKCvLmzGHP05OoKCpmTs+LePVX51LmjoB88EW4+cPQ3pzX2Zq/t0N/xxMXruO9tDPpWp7PZWs/oc2aTyH9ekv22Vi2FH8RcQNTgAuBbcAPIjLPGLPGjjyhcKiojMRHRmkB23OLHH82gKPU0qVT1c1wYDulLtcRXQtCackeynZ8c1Qxrqm4lleUMztzI6ZVCa1LS/jdoo303VbAol4JvHKBn9Rl91OaWXMXRIWpaPRL9Lg8R3ULeF1eIj2RVS3T2IjYqtbqzt372YPwn/5uZvWE36zexmWrtjBhfTk/dGzLrD69ufvuoUd1JRyr+8EjnqY7tbTCd/R/YwhQQ29DQifwNuxiqZI1a9j52J8pWbGC6IwM2j76KH3zvSwK8bGQEekdqvZhKoay7e7/YvffniDmjDOITE21dN8NYUu3j4j8GnjMGDMkeH88gDHmiZrWbwndPoGDUMWM2PA5d6yax1WX/IVCr48OiT6+evg8u+M1SKWpbPABsppu19oSPriT0rwtlGF+KewuocztpdT4m+S1HCqG+cWG6BIXf5p9gE45fqadl8LHJydBZQTn92h/eHdBtdZxja3gQ8W7hm6GmrbhkvoNtXXkWS0A0eUlXLbxK67Y8Bnx5UXEnHUWrcbdSXR6epO8T/V25Id214tg+WtN0j3nz81l37+eIXfWLNxJSbR5+CHiL73UMddF+PftY8MFFxI/5CLbTvBwYrdPB2BrtfvbgNOrryAitwO3A3Tu3Llhe7HhNLPa7MgL/LLnRgVaNykl+RR6fVXL66umbobaugeOdypZXbsfqq9bWlGKv7Lxhdclrl+K4xEHvQ4Vyfi87XjLy47uOvAK3tPHBtbf8yPeVW8R6S/7pTvB7cV7+jgiu150zGLscf3S2j33rx8wbsFkTtyfx+On38oPMT1hM3RI9PHM+c76kD7Uyvzzu6vJLSoHoCgiitndz2dR97P5p+9n3B+8yeZrryM6I4NWd9xOdEZGaItjn2uO/pvrnNGov0tTXk7uzJnsfWYKlYWFJI0aRev77sUdH9/E4RvH06oVSddey/4ZM0gZO9ZxrX/HXuRljJkGTINAy7/eGzjyAGD+1sB9CNkHwOLNiympKKGsooxW7VeSV1JMfvkeANpFfsjuNgnERMIjX35dazdEbWc6NGU3w5H9tdW7BWIjYo86C6GmFm+Nfb6bvyby63/hLS/BawgUbnckkUP+hrf3NXU/m+GxRGrsKiAP0u/+5e4JjSwqZWX8feVr+HKymXDa9fzQticQ6C9+YEj3Om8nlA51NRx9UVM/zk4fQeUDd5I7azb7X3iBLbeMIapvH1rdcQexgwfXOnyB5Wr6QKijgs8+Y/eTEyjbtImYM86gzfiHiezatYkDNp2U224ld+ZM9k2dSoe//93uOIexq/hvB6pfrtgxuKzpNNEBwMb4w5d/oNgfzJAAUQlwIDJQxNqY1UQk+IiMjCJzl++oroPYiFi8kd7DughqLNBHFOuauiEO9Rs3tpuh3l6/EwoPHr7M74fPnoL+N9d9OwkdAx/eNS2vrhFFxfj9bP/9A8Qu/4Fdt/+OjWVpiBPPna9F9f7m6lzR0aSMuYWk668j/+255Dz/PNvG3UVkt26k3HYr8UOHIl6vDYnrpzgri73PTKHwyy/xnngiHac+G/gAc0gXT208KSkkXXcd+198kVZj7yQyzTmtf7v6/D3AT8D5BIr+D8B1xpjVNa3foD7/WluLAo/l1W9bDbQhd8MvB/HcXj5cncOURT/z3Eu/472+Q+n+8O8cX1Qapal+Bk14GmdNTGUlOx/5b/Lffps24x8m+aabGr1NpzJ+Pwfmz2fftGmUbfgZd6tWJF1zNYkjRxHR5gS74x3GGEPRd9+z77nnAuPwJCSQMnYsyddf1yw+sA7x5+Sw4YILibvwgpC3/h3X52+M8YvI3cBCAqd6Tq+t8DdYXVuLFvpV0q8Ouz9qQAqjBnRj/YInGH2Sj/YtufBD0/0MDhV4i47f7Jkwgfy336bV3Xe36MIPIB4PCcOGEX/ppRR+9TW5r77KvqnPsW/av4m78AKSb7gBX//+traojTEUfPYZOc/9H8VZWYFxeB58MDAOT0yMbbkaKtD6v5b9Lzir9d9yL/KyuLXYGJuuGYk7NobO06fbmsNyDv4ZHJI3dy47Hx5P0o2jaTN+vOO7EaxQtmULua/NJO+tt6g8cICIEzsTP/Ri4i8eSmT37iF7T8q2bCH/3Xc58O57lGVn42nfjpTbbiPxyitxRUaGJINVqlr/F1xAh4mha/2H7xW+Djrbp7pt99xL6fr1nLRgvt1RrOfQnwEErpLddNVVgdEZX3wBcdf9is6WqLKoiAMLFnDg/fkUfvcdVFTgTU0l/uKhxF14IZHdujX5e+Tfvz+wz3ffozgrC4DogQNJuOJyEn7zm+YzgF0d7J44kf0vvEjae+8SmZYWkn2Gb/F3qN1PPEHunNfpvnRJWLY0naCypITskaPw79lD6ty3iWjTxu5IjuLfv5+Diz7kwIIFFP3wA1RW4oqJwde3D75+/QJfffvWeQx8CFyFW7phA8XLl1OyciXFy1dQumEDVFYS2a0bCcMuI/43vyGiXTsLX5l9/Pv3s+H8C4g7/3w6PDUxJPt0XJ9/uPO0bReY2i8/X2dtssnuCRMoXbeOTv/3nBb+GniSk0kaNZKkUSPx791L4ddfU5SVRXHWcvY9939QGRix0p2UhDslGU9KKzwpybiTU3DHxwWmPTxwkIqDB6g8WEDFwQOUZW/GFBUFnpeQQFSfPsRdeCFxF11IVHdnnkrblDzJySRffx05/5lOq3F3hqz1X2seW/cepiLatQUCY7Zr8Q+9Ax98QN7MWSSPGUPsOefYHcfxPK1bkzB8OAnDhwNQWVhI8cpVFK9YQfmO7VTk7Mefk0PJ6jX49++n8uDBwITn8fG44+JwxccRcUIbovufGvjPoXdvIk48MSz/600eM4b9r80kZ/p02v/1r7Zm0eJvg4i2vxT/qB49bE4TXsq2bmXnf/+RqL59OOG+e+2O0yy5YmKIyTidmIzTa3zcGBOWhb0uPMnJxF94AQc/XIz5059sPaZh0yV+4c0T7NP079plc5LwYsrK2P7/fgcidPjfp5vVueLNiRb+Y4sbMoTK/HwKv/ve1hxa/G3gadUKPB7Kd2rxD6W9z0yhZOVK2v31r7UOzayU1WIGDcIVE8PBhQttzaHF3wbiduM5oTX+XTvtjhI2Sn76iZzp00m4/HLih1xkdxwVxlyRkcSeey4HFy/G+JtmVNoG5bBtz2Euom07bfmHiDGGXY8/jjsmhhMefMDuOEoRN+QiKnJzA6fR2kSLv00i2ralXPv8QyL/7bkUZy6h9e9/Z/lk60rVRexZZyHR0RywsetHi79NPO3a4t+1i+ZwkV1z5s/NZc/Eifj69SPxyivtjqMUAK6oKGLPOTtw1k9F44dnb1AGW/aqiGjbDlNWRsX+/XZHadH2Pj2JigMHaPvnx+wbv16pGsQPGUJFTg5FS5bYsn/9a7BJ1YVe2u9vmaJly8h7/XWSR48OiytIVfMSe9ZZSFQUBxcusmX/Wvxt4ml76Fx/PePHCsbvZ9efH8fTpg2t7r77+E9QKsRcMTHEnnUWBxctwgSHywjp/kO+RwVoy99qua++SumPP9Jm/Hjcsc1vDHgVHuKGDMG/d2/ViKahpMXfJu7kZMTrpVxb/k3Ov3cve/85mZizziJOz+lXDhY7+BzE67Xlgi8t/jYRETxt2+LXln+T2zd1KpVlZbR95A861IByNHdsLDFnnsmBhaHv+rGs+IvIRBH5UURWiMjbIpJY7bHxIrJBRNaJyBCrMjidnuvf9Mq2biV3zuskXnkl3i5d7I6j1HHFD7kI/65dlKxcGdL9Wtny/xA4xRjTh8Bk7eMBRORkYBTQCxgKPCsiYTmFUkS7ttrt08T2/utfiNtNq3Hj7I6iVJ3EnnsuRERw4IPQdv1YVvyNMYuMMYcGrvgWODRr93BgljGm1BizCdgADLQqh5N52rbDv3uPbRd5tDQl637iwLvvkTz6BiLanGB3HKXqxB0fT8wZv+bgwoUhvegzVH3+Y4AFwdsdgK3VHtsWXHYYEbldRDJFJHPv3r0hiBh6EW3bQEUF/n377I7SIuz9xz9wxcaSctttdkdRql7iLxpC+Y4dlK5dG7J9Nqr4i8hiEVlVw9fwaus8AviBV+uzbWPMNGPMAGPMgNatWzcmpmN5gpO6+Hdq109jFS1dRsEnn5By6xidHU01OzG/zgCgKDN0V/s2aiYvY8wFx3pcRG4GLgXON7/8P7Md6FRttY7BZWHn0ETV5bt24bM5S3NmjGHvpEm4W7UiefRou+MoVW8R7dvjaduWomVLSb4xNL/DVp7tMxR4EBhmjCmq9tA8YJSIRIpIKtAVsHdKG5tUTeeop3s2SuGXX1H0ww+0GjsWV4xe0KWap+j+6RQvXRayfn8r+/yfAeKAD0UkS0SeAzDGrAbmAGuAD4C7jDFhecTTlZCA+Hw6xEMjmMpK9k6aRESHDiRdc7XdcZRqMF96f/y7d+PfsSMk+7NsAndjzK+O8dj/AP9j1b6bCxEJnOuvLf8GO7hoESVr1tDuySd0Tl7VrPn6pwOB41cJHayfZlSv8LVZ4Fx/Lf4NYSor2fuvZ/D+6iQSLrvM7jhKNUpU9+5IdDTFy5aGZH9a/G3madtOz/ZpoIJPPqHs559pdcdYxB2W1wmqFkQ8Hnx9+1C0dFlI9qfF32YRbdvi37cPU1Zmd5RmxRjDvmnTiOjYkfiLh9odR6kmEZ3en9KffqKioMDyfWnxt5mnXVswhvI9LfNCNqsUff8DJctXkHLrGMRj2aErpULK178/VFZSvHy55fvS4m+zCJ3UpUFypk3D3aoVCVdcYXcUpZqMr19fcLkoDkHXjxZ/m+mkLvVXvHo1hV99RfKNN+KKjLQ7jlJNxh0bS2S3biE56KvF32aHpnPU0T3rLuf553HFxpJ07Si7oyjV5KL7p1OctRzj9x9/5UbQ4m8zd2wMrrg4ndSljsqyszm4cBFJ116LOy7O7jhKNTlfen8qi4oo/eknS/ejxd8BdFKXusv5z3TE4wnZ+CdKhVp0tYu9rKTF3wE8OqlLnZTv3kP+3LkkXHkFnhY60qtSnvbt8bRpQ/FSa/v9tfg7QETbdtrtUwf7Z8zAVFSQMmaM3VGUsoyI4OufTtEybfm3eBHt2lKRm0tlaandURyrIj+fvFmziL/kErydOh3/CUo1Y9Hp/fHv3Em5hVf/a/F3AE/Vuf7a+q9N7pw5VBYVkXLbrXZHUcpyvv79ASiysOtHi78D6Ln+x2b8fnJfm0l0RgZRPXrYHUcpy0X1CA7yZuFBXy3+DlA1qYse9K3RwcWL8e/cqWf4qLAhHg++Pn0osvBiLy3+DlA1l692+9Ro/0svE9GpE7HnnGN3FKVCJrp/OqU/rqOioNCS7WvxdwBXVBTupCTt9qlB8arVFC9dSvIN1+uwzSqs+NIDg7yVrLBmkDfLi7+I/E5EjIi0Ct4XEZksIhtEZIWI9Lc6Q3MQ0a4d5dvDch77Y8p9+SVc0dE6gJsKO75+fUHEsou9LC3+ItIJuAjYUm3xxQQmbe8K3A5MtTJDc+FNTaVs0ya7YziKf+9e8ucvIOGKK3QoBxV23HFxgUHeLDrjx+qW/yTgQaD6dPTDgZdMwLdAooi0sziH43lTUynfsYPKkhK7ozhG7qzZUF5O8g3X2x1FKVskjRpJ7DlnW7Jty2bBEJHhwHZjzHIRqf5QB2BrtfvbgssOO9VFRG4n8J8BnTt3tiqmY0SmpYIxlG3eTFT37nbHsV1lWRm5s2YRc87ZeLt0sTuOUrZIuvZay7bdqOIvIouBtjU89AjwBwJdPg1ijJkGTAMYMGCAOc7qzZ43LQ2Aso0btfgDB+bPpyInh+TRN9odRakWqVHF3xhzQU3LRaQ3kAocavV3BJaKyEBgO1D9+vyOwWVhzXviiSBC6caNdkexnTGG3JdexnvSScQMOsPuOEq1SJb0+RtjVhpjTjDGdDHGdCHQtdPfGLMLmAfcGDzrJwPIN8aE/dVNLp+PiPbtKduoB32Lly6lZM0akkffwBFdhkqpJmLHzNfzgUuADUARcIsNGRxJz/gJ2P/Sy7ji40kYNszuKEq1WCEp/sHW/6HbBrgrFPttbrxpqeQtWYKprERc4Xn9Xfnu3RxcvJjkm27CFR1tdxylWqzwrDAOFZmWhikuxr97t91RbJM353WorCRp1Ei7oyjVomnxdxBvauCMn3A96GvKy8l7/XVizjwTbxic3quUnbT4O0hkWioAZZuy7Q1ik4Mff4J/zx6Srh1ldxSlWjwt/g7ibtUKV2wsZWHa8s+dNRNP+3Y6eqdSIaDF30FEBG9aGqWbwq/4l27cRNE335J0zTU6eqdSIaDF32EiU1PD8lz/vNmzICKCxCuvtDuKUmFBi7/DeNPS8O/ebdkEDk5UWVxM3ttzib/wAjytW9sdR6mwoMXfYbyHDvpmZ9sbJIQOzF9A5YEDlg5ipZQ6nBZ/h4lMPXTGT/j0++fOnElk11/hGzDA7ihKhQ0t/g4T0bkzuN1hc65/8cqVlKxaReKoUTqOj1IhpMXfYVxeL96OHcPmoG/uzFlIdDQJw4fbHUWpsKLF34G8aWlhca5/RX4+B+bPJ+Gyy3DHxtodR6mwosXfgbxpqZRt3oypqLA7iqXy587FlJToFb1K2UCLvwNFpqZiysoo37HD7iiWMcaQO2s2vr59ierRw+44SoUdLf4OVH1Kx5aq6PsfKNu0icRR2upXyg5a/B3IGzzds7QFH/TNmz0bV3w88RcPtTuKUmFJi78DeZKScCcltdhZvfw5ORz48EMSLx+BKyrK7jhKhSVLZ7K3sx0AABp7SURBVPISkf8iMGtXBfC+MebB4PLxwK3B5fcYYxZamaM5asln/OS99RaUl5M4UidsaanKy8vZtm0bJSUldkcJC1FRUXTs2JGIiIg6P8ey4i8i5wLDgb7GmFIROSG4/GRgFNALaA8sFpFuxpiWfWpLPXlTu1Dwyad2x2hyprKSvDmvE33aaUQGj22olmfbtm3ExcXRpUsXvXjPYsYYcnJy2LZtG6nBLuO6sLLb507gSWNMKYAxZk9w+XBgljGm1BizicBE7gMtzNEsRaamUZGTQ0Vent1RmlTh199QvnUriTpNY4tWUlJCSkqKFv4QEBFSUlLq/V+WlcW/G3CWiHwnIp+JyGnB5R2ArdXW2xZcpqo5NMBbaQvr98+bPQt3cjJxF15odxRlMS38odOQ97pR3T4ishhoW8NDjwS3nQxkAKcBc0Skzv/ni8jtwO0AncNwPtdDXSJlm7KJTk+3OU3TKN+9h4Mff0LKLTfj8nrtjqNUWGtUy98Yc4Ex5pQavt4h0KJ/ywR8D1QCrYDtQKdqm+kYXHbktqcZYwYYYwa0DsMx3iM6dEAiIlrU6J55b74BFRUkXnON3VGUw8xdtp1BT35M6sPvM+jJj5m77KiSYLnbbruNNWvWHHOduXPnHned6rKyspg/f369s+zYsYOrrrqq3s+rDyu7feYC5wKISDfAC+wD5gGjRCRSRFKBrsD3FuZolsTjIeLEzi3mXH/j95M353ViBg3CG4b/yanazV22nfFvrWR7XjEG2J5XzPi3Vob8A+D555/n5JNPPuY6TVn8/X5/rc9r3749b7zxRp330xBWFv/pQJqIrAJmATcF/wtYDcwB1gAfAHfpmT41i0xtOad7Fnz+Bf5du0gcqa1+dbiJC9dRXH54CSgur2DiwnUN3mZ2djY9evTg+uuvp2fPnlx11VUUFRUB8NFHH5Genk7v3r0ZM2YMpaWlAAwePJjMzEwAYmNjeeSRR+jbty8ZGRns3r2br7/+mnnz5vHAAw/Qr18/fv75ZyZPnszJJ59Mnz59GHXE1eplZWU8+uijzJ49m379+jF79mwee+wxRo8ezaBBgxg9ejTZ2dmcddZZ9O/fn/79+/P1119X5T/llFMAePHFF7niiisYOnQoXbt25cEHH2zw+1KdZcXfGFNmjLkh2A3U3xjzcbXH/scYc5IxprsxZoFVGZo7b1oaZVu3YsrL7Y7SaLmzZ+Fp3Zq4c8+1O4pymB15xfVaXlfr1q1j3LhxrF27lvj4eJ599llKSkq4+eabmT17NitXrsTv9zN16tSjnltYWEhGRgbLly/n7LPP5t///jdnnHEGw4YNY+LEiWRlZXHSSSfx5JNPsmzZMlasWMFzzz132Da8Xi+PP/44I0eOJCsri5HB61rWrFnD4sWLmTlzJieccAIffvghS5cuZfbs2dxzzz01vpasrKyqzLNnz2br1q01rlcfeoWvg0WmpYLfT9nWbXZHaZSybdsp/PwLEq66EqnHRSgqPLRP9NVreV116tSJQYMGAXDDDTfw5Zdfsm7dOlJTU+nWrRsAN910E59//vlRz/V6vVx66aUAnHrqqWTXMq1qnz59uP7663nllVfweOp2/sywYcPw+QKvrby8nN/+9rf07t2bq6++utYupfPPP5+EhASioqI4+eST2bx5c532dSxa/B3Me9KvAChd96PNSRonb/YsECFJD/SqGjwwpDu+CPdhy3wRbh4Y0r1R2z3y9Mf6nA4ZERFRtb7b7a61f/7999/nrrvuYunSpZx22mnH7Mc/JCYmpur2pEmTaNOmDcuXLyczM5OysrIanxMZGVl1+1h56kOLv4NFde+GREVRnJVld5QGqywtJe+NN4k7/zwi2rWzO45yoBHpHXjiit50SPQhQIdEH09c0ZsR6Y27/GfLli188803ALz22muceeaZdO/enezsbDZs2ADAyy+/zDnnnFPnbcbFxXHw4EEAKisr2bp1K+eeey4TJkwgPz+fgoKCWtevSX5+Pu3atcPlcvHyyy9TEcI5PLT4O5hERODr3ZuiZc23+B9cuJCK3FySrr3W7ijKwUakd+Crh89j05O/4auHz2t04Qfo3r07U6ZMoWfPnuTm5nLnnXcSFRXFCy+8wNVXX03v3r1xuVyMHTu2ztscNWoUEydOJD09nfXr13PDDTfQu3dv0tPTueeee0hMTDxs/XPPPZc1a9ZUHfA90rhx45gxYwZ9+/blxx9/POy/AquJMSZkO2uoAQMGmENH4cPNnqcnkTN9Ot1/+B6Xr3F9oHbIHjmKigMHSJv/vl7xGUbWrl1Lz549bdt/dnY2l156KatWrbItQ6jV9J6LyBJjzICa1teWv8P50vuB309JM/wlLl69muLly0m6dpQWfqUcRou/w/n69QNoll0/uTNnIj4fCSNG2B1FhZkuXbqEVau/IbT4O5wnKQlvWhrFy5bZHaVeKvLzOfDe+yRceinu+Hi74yiljqDFvxnwpfejeNkymsPxmUPy3n4bU1JC0nV6oFcpJ9Li3wxEp6dTkZdH2aZsu6PUiamsJG/mLHzp6UTZeNBPKVU7Lf7NgC84pHNz6fop/PobyjZv1la/Ug6mxb8Z8Kam4kpIoDireRT/3JkzAxO2DBlidxTVXKyYA5NOgccSA99XzAl5BCcN6QyQl5fHs88+26Dn1oUW/2ZAXC6i+/WjqBm0/Mt37KDgk09IvOoqnbBF1c2KOfDuPZC/FTCB7+/eE/IPgFAP6Xw8WvwVEOj6KdvwMxX5+XZHOabc2YE/2CQdulnV1UePQ/kRI3iWFweWN5BTh3QuLCxkzJgxDBw4kPT0dN555x0AVq9ezcCBA+nXrx99+vRh/fr1PPzww/z888/069ePBx54oMHvRa2MMY7/OvXUU024K/j2O7Omew9z8LPP7I5Sq4rCQrNu4Olmy1132R1F2WzNmjV1X/lPCcb8Kb6Gr4QG73/Tpk0GMF9++aUxxphbbrnFTJw40RQXF5uOHTuadevWGWOMGT16tJk0aZIxxphzzjnH/PDDD8YYYwAzb948Y4wxDzzwgPnLX/5ijDHmpptuMq+//nrVftq1a2dKSkqMMcbk5uYeleOFF14wd1X7exg/frx5+eWXq9bv2rWrKSgoMHfffbd55ZVXjDHGlJaWmqKiIrNp0ybTq1evOr/mmt5zINPUUle15d9M+HqfAm43RUuX2h2lVnlz51KRn0/KLbfYHUU1Jwkd67e8jpw4pPOiRYt48skn6devH4MHD6akpIQtW7bw61//mr/97W9MmDCBzZs3Vw35bCUt/s2EKzqaqB49KHbolb6mooL9M2YQ1acPvv797Y6jmpPzH4WII4pdhC+wvBGcOKSzMYY333yTrKwssrKy2LJlCz179uS6665j3rx5+Hw+LrnkEj7++ONjbqcpaPFvRnzp6RSvWIFpgrG8m1rBJ59QvnkLKbfcrOP4qPrpcw1cNhkSOgES+H7Z5MDyRnDikM5DhgzhX//6V9UFm8uCJ3Fs3LiRtLQ07rnnHoYPH86KFSuOOxx0Y1lW/EWkn4h8KyJZIpIpIgODy0VEJovIBhFZISLaTKyj6P7pmOJiStY1fG5Tq+S88CIR7dsTd+GFdkdRzVGfa+D+VfBYXuB7Iws/OHNI5z/+8Y+Ul5fTp08fevXqxR//+EcA5syZwymnnEK/fv1YtWoVN954IykpKQwaNIhTTjmleR3wBRYBFwdvXwJ8Wu32AkCADOC7421LD/gGlO3YYdZ072FyXn7F7iiHKcrKCuR68UW7oyiHqNcBXwvU92BpS+CkA74GODSiVwKwI3h7OPBSMNu3QKKI6BRPdRDRrh2etm0dd6Vvzgsv4oqLI+HKq+yOopSqo7rNONww9wELReQpAt1LZwSXdwCqTz2/LbhsZ/Uni8jtwO0AnTt3tjBm8+JL70fRMuec8VO2bRsHFy0i+ZabcceGbhYipY5Fh3Q+vka1/EVksYisquFrOHAncL8xphNwP/Cf+mzbGDPNGDPAGDOgdevWjYnZokSnp+PfsZPyXbvsjgLA/pdeApeL5NGj7Y6ilKqHRrX8jTEX1PaYiLwE3Bu8+zrwfPD2dqBTtVU7BpepOvClB46PF2dlETF0qK1ZKg4cIP+NN4m/+GIi2ra1NYtSqn6s7PPfARw6h+o8YH3w9jzgxuBZPxlAvjFmZ00bUEeL6tEdiYpyRL9/3pw5VBYVkXLLzXZHUUrVk5V9/r8F/ikiHqCEYP89MJ/AGT8bgCJALwetB4mIwNe7N0WZS2zNYcrL2f/yK0SffjpRxxkMSynlPJa1/I0xXxpjTjXG9DXGnG6MWRJcbowxdxljTjLG9DbGZFqVoaWKPedsSlavpqyWS85DIe+tt/Hv3k3KGP3sVi1Tly5d2Ldvn90xLKNX+DZD8ZcNA5eLvOCIgKFWWVLCvmefxdevHzFnn21LBqXqwxhDZWWl3TEcxcpuH2WRiDYnEHPGGeS/8w6t/+u/EFdoP8NzX5uJf/du2v/97zqUgzquCd9P4Mf9PzbpNnsk9+ChgQ8dc53s7GyGDBnC6aefzpIlS7jmmmt47733KC0t5fLLL+fPf/4zACNGjGDr1q2UlJRw7733cvvttx9zuy2FtvybqYQRI/Dv2EnR9z+EdL8VBQXkTJtGzBlnEHP6wJDuW6n6Wr9+PePGjWPSpEls376d77//nqysLJYsWVI1muf06dNZsmQJmZmZTJ48mZycHJtTh4a2/JupuAvOxxUbS/7cucRknB6y/e5/4UUq8vJoff/9Idunat6O10K30oknnkhGRga///3vWbRoEenB+bALCgpYv349Z599NpMnT+btt98GYOvWraxfv56UlBTbMoeKFv9myhUVRfzFQ8l/fz5t//jfuGKsv7rWv38/+194gbiLLgrML6CUw8UE/y6MMYwfP5477rjjsMc//fRTFi9ezDfffEN0dHTVGPvhQLt9mrGEESMwRUUc+PDDkOwvZ9q/qSwpofW994Rkf0o1lSFDhjB9+vSqIZe3b9/Onj17yM/PJykpiejoaH788Ue+/fZbm5OGjrb8mzFf//5EdO5M/tx3SBwxwtJ9le/cSe5rr5EwfDiRJ51k6b6UamoXXXQRa9eu5de//jUQmKP3lVdeYejQoTz33HP07NmT7t27k5GRYXPS0NHi34yJCAnDh7HvmSmU79hBRPv2lu1r37NTMcbQ6q67LNuHUk3pyMHd7r33Xu69996j1luwYEGNz69t6saWQrt9mrmE4SPAGPLnzbNsH6WbNpH31lskjRyJt2MHy/ajlAodLf7NnLdjB6JPO438t+dWTQ3XlIwx7H16EuL10mrsHcd/glKqWdDi3wIkjBhB2ebNFGc1/eTuB959l4MffkirO+7A06pVk29fKWUPLf4tQNyQIYjPR/7cph3uoWzbdnY9/hd8/fuT8tvbmnTbSil7afFvAdyxMcRdeAEHFiygsrS0SbZpKirY8dBDYAzt/z4BcbubZLtKKWfQ4t9CJI4YQeWBA0124Dfn389TvGQJbR/9I96OHZtkm0op59Di30JEZ2Tg69+f3U88SemGDY3aVvHKVex95hniL7mY+GHDmiihUs42ePBgMjMDI8xfcskl5OXl2ZzIWlr8WwhxuegwaRIun49t99xLRUFhg7ZTWVTEjgcewNO6NW3/9CcdtVOFpfnz55OYmGh3DEvpRV4tSESbE+jw9NNsGTOGnY88Qod/TKp38d795ATKNm+m8wsv4E5IsCipCie7/vY3Stc27ZDOkT170PYPfzjmOtnZ2QwdOpRTTz2VpUuX0qtXL1566SW++eYbfv/73+P3+znttNOYOnUqkZGRhz23S5cuZGZmUlBQwMUXX8yZZ57J119/TYcOHXjnnXfw+XxkZWUxduxYioqKOOmkk5g+fTpJSUkMHjyY9PR0vvjiCwoLC3nppZd44oknWLlyJSNHjuSvf/1rk74XDdWolr+IXC0iq0WkUkQGHPHYeBHZICLrRGRIteVDg8s2iMjDjdm/OlrM6QM54f/dz8GFC9k/Y0adn2cqK9n3f9PImzOH5DG3hHSkUKWssm7dOsaNG8fatWuJj4/n6aef5uabb2b27NmsXLkSv9/P1KlTj7mN9evXc9ddd7F69WoSExN58803AbjxxhuZMGECK1asoHfv3lXzAwB4vV4yMzMZO3Ysw4cPZ8qUKaxatYoXX3zRMUNGN7blvwq4Avi/6gtF5GRgFNALaA8sFpFuwYenABcC24AfRGSeMWZNI3OoapLHjKE4K4s9E5/Cd8opRA8YcMz1/fv2seOhhyn86ivihg6ldQ2XwCvVUMdroVupU6dODBo0CIAbbriBv/zlL6SmptKtW6Ac3XTTTUyZMoX77ruv1m2kpqbSr18/AE499VSys7PJz88nLy+Pc845p2o7V199ddVzhgWPlfXu3ZtevXrRrl07ANLS0ti6dasjhoxuVMvfGLPWGLOuhoeGA7OMMaXGmE0EJmsfGPzaYIzZaIwpA2YF11VNSERo97e/4e3YkW3330/5nj21rlv4zTdsvPxyijIzafvYY3SY9DQurzeEaZWyzpHdng3px6/eJeR2u/H7/XV+jsvlOuz5LperTs8PBasO+HYAtla7vy24rLblRxGR20UkU0Qy9+7da1HMlssdF0eHyZOpPFjA1ltvY88//kH+vHkUr1xFRUEhxu9nzz/+wZYxt+KOT6DLnDkkjRqpB3hVi7Jlyxa++eYbAF577TUGDBhAdnY2G4JnxL388stVrff6SEhIICkpiS+++KJR27HTcbt9RGQx0LaGhx4xxlg2g7gxZhowDWDAgAFNP2hNGIjq3o0OT01kz1P/S86/n4eKiqrHXLGxVBYUkHDVlbT9wx9wRUfbmFQpa3Tv3p0pU6YwZswYTj75ZCZPnkxGRgZXX3111QHfsWPHNmjbM2bMqDrgm5aWxgsvvNDE6a0lTTEYmIh8CvzeGJMZvD8ewBjzRPD+QuCx4OqPGWOG1LRebQYMGGAOnX+rGsaUlVG2bRtlGzdSunET5Vu3EDNoEPFDh9odTbVAa9eupWfPnrZmyM7O5tJLLz1sWOeWrKb3XESWGGNqPOhn1ame84DXRORpAgd8uwLfAwJ0FZFUYDuBg8LXWZRBVSNeL5FpaUSmpRFndxillO0aVfxF5HLgX0Br4H0RyTLGDDHGrBaROcAawA/cZYypCD7nbmAh4AamG2NWN+oVKKVUDY6czEUdrlHF3xjzNvB2LY/9D/A/NSyfD8xvzH6VUs5njNETCEKkId33OryDUqrJRUVFkZOTY8kEQ+pwxhhycnKIioqq1/N0eAelVJPr2LEj27ZtQ0/TDo2oqCg61nP0XS3+SqkmFxERQWpqqt0x1DFot49SSoUhLf5KKRWGtPgrpVQYapIrfK0mInuBzfV4Sitgn0VxGsup2ZyaC5ybzam5wLnZnJoLnJutMblONMa0rumBZlH860tEMmu7pNluTs3m1Fzg3GxOzQXOzebUXODcbFbl0m4fpZQKQ1r8lVIqDLXU4j/N7gDH4NRsTs0Fzs3m1Fzg3GxOzQXOzWZJrhbZ56+UUurYWmrLXyml1DFo8VdKqTDUIoq/iFwtIqtFpFJEaj0lSkSyRWSliGSJSEimBqtHtqEisk5ENojIwyHIlSwiH4rI+uD3pFrWqwi+X1kiMs/CPMd8/SISKSKzg49/JyJdrMrSgGw3i8jeau/TbSHKNV1E9ohIjYPWS8DkYO4VItLfIbkGi0h+tffr0RDl6iQin4jImuDf5L01rGPXe1aXbE37vhljmv0X0BPoDnwKDDjGetlAK6dlIzCxzc9AGuAFlgMnW5zr78DDwdsPAxNqWa8gBO/RcV8/MA54Lnh7FDA7RD+/umS7GXgmlL9Xwf2eDfQHVtXy+CXAAgIz6GUA3zkk12DgPRver3ZA/+DtOOCnGn6Wdr1ndcnWpO9bi2j5G2PWGmPW2Z2jJnXMNhDYYIzZaIwpA2YBwy2ONhyYEbw9Axhh8f6OpS6vv3reN4DzJTQzhdjxs6kTY8znwP5jrDIceMkEfAskikg7B+SyhTFmpzFmafD2QWAt0OGI1ex6z+qSrUm1iOJfDwZYJCJLROR2u8NU0wHYWu3+Niz+wQNtjDE7g7d3AW1qWS9KRDJF5FsRseoDoi6vv2odY4wfyAdSLMpT32wAVwa7Cd4QkU4hyFUXdvxe1dWvRWS5iCwQkV6h3nmw2zAd+O6Ih2x/z46RDZrwfWs24/mLyGKgbQ0PPWKMeaeOmznTGLNdRE4APhSRH4OtFCdka3LHylX9jjHGiEht5/yeGHzP0oCPRWSlMebnps7azL0LzDTGlIrIHQT+QznP5kxOtpTA71WBiFwCzAW6hmrnIhILvAncZ4w5EKr91sVxsjXp+9Zsir8x5oIm2Mb24Pc9IvI2gX/pG138myDbdqB6a7FjcFmjHCuXiOwWkXbGmJ3Bf2v31LKNQ+/ZRhH5lECLpKmLf11e/6F1tomIB0gAcpo4R4OyGWOq53iewPEUJ7Dk96qxqhc1Y8x8EXlWRFoZYywfVE1EIggU11eNMW/VsIpt79nxsjX1+xY23T4iEiMicYduAxcBNZ6NYIMfgK4ikioiXgIHNC07syZoHnBT8PZNwFH/oYhIkohEBm+3AgYBayzIUpfXXz3vVcDHJngUzGLHzXZEn/AwAv21TjAPuDF4BksGkF+tq882ItL20PEaERlIoA5Z/kEe3Od/gLXGmKdrWc2W96wu2Zr8fQvFkWyrv4DLCfTNlQK7gYXB5e2B+cHbaQTO1FgOrCbQJeOIbOaXswx+ItCqtjwbgf7yj4D1wGIgObh8APB88PYZwMrge7YSuNXCPEe9fuBxYFjwdhTwOrAB+B5IC+Hv1/GyPRH8nVoOfAL0CFGumcBOoDz4O3YrMBYYG3xcgCnB3Cs5xplwIc51d7X361vgjBDlOpPAcb8VQFbw6xKHvGd1ydak75sO76CUUmEobLp9lFJK/UKLv1JKhSEt/kopFYa0+CulVBjS4q+UUmFIi79SSoUhLf5KKRWG/j8KuKy5cuQoQQAAAABJRU5ErkJggg==\n", + "image/png": "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", "text/plain": [ "
" ] @@ -1103,10 +1101,10 @@ "source": [ "### LOO\n", "\n", - "Один из простых методов борьбы с переобучением является метод Leave One Out. Для удобства обозначим $\\hat{\\theta}\\bigr(\\mathbf{X}\\bigr)$ как оптимальный вектор для выборки $\\mathbf{X}$. Тогда ошибка LOO определяется следующим образом:\n", - "$$LOO\\bigr(\\mu, \\textbf{X}_{tr}, \\textbf{y}_{tr}, \\textbf{X}_{vl}, \\textbf{y}_{vl}\\bigr) = \n", + "Одним из простых методов борьбы с переобучением является метод Leave One Out. Для удобства обозначим $\\hat{\\theta}\\bigr(\\mathbf{X}\\bigr)$ как оптимальный вектор для выборки $\\mathbf{X}$. Тогда ошибка LOO определяется следующим образом:\n", + "$$LOO\\bigr(\\mu, \\textbf{X}_{tr}, \\textbf{y}_{tr}, \\textbf{X}_{vl}, \\textbf{y}_{vl}\\bigr) =\n", "\\sum_{i=1}^{l_{tr}+l_{vl}}q\\bigr(\\hat{\\theta}\\bigr(\\mathbf{X}_{tr}\\cup\\textbf{X}_{vl}\\setminus\\mathbf{x}_i, \\mu\\bigr), \\mathbf{x}_i, y_i\\bigr),$$\n", - "где $\\mathbf{x}_i$ это элемент из объединенного датасета обучения и валидации.\n", + "где $\\mathbf{x}_i$ - это элемент из объединенного датасета обучения и валидации.\n", "\n", "После чего оптимальный вектор параметров является решением следующей оптимизационной задачи:\n", "$$\n", @@ -1126,9 +1124,9 @@ } }, "source": [ - "Для нашего синтетического примера. В качестве параметра $\\mu$ можно рассмоттреть степень полинома для аппроксимации (изменения структуры модели).\n", + "Для нашего синтетического примера. В качестве параметра $\\mu$ можно рассмотреть степень полинома для аппроксимации (изменения структуры модели).\n", "\n", - "Пример, где реально используется LOO будет рассмотрен на следующей лекции." + "Пример, где реально используется LOO, будет рассмотрен на следующей лекции." ] }, { @@ -1142,10 +1140,10 @@ "source": [ "# Разные задачи машинного обучения\n", "\n", - "Задачи машиного обучения можно разделить на два типа:\n", + "Задачи машинного обучения можно разделить на три типа:\n", "1. Решается одна прикладная задача. В данном случае основной целью является получить наилучший результат на отложенной выборке. В данном случае обычно есть одна выборка и нужно перебрать все возможные методы машинного обучения, чтобы получить лучший результат.\n", "2. Тестируется метод на большом количестве реальных данных. В данном случае основной целью является протестировать новый метод на широком спектре задач. Рассматриваются задачи из разных областей.\n", - "3. Тестирования метода на большом количестве синтетических данных/ полусинтеттиических данных. Синтетические данные позволяют проверять разные гипотезы о модели. " + "3. Тестирование метода на большом количестве синтетических данных/ полусинтетических данных. Синтетические данные позволяют проверять разные гипотезы о модели." ] }, { @@ -1160,13 +1158,13 @@ "## Прикладные задачи\n", "\n", "Обычно решение таких задач состоит из следующих этапов:\n", - "1. Ищуться модели, которые решают похожие задачи.\n", - "2. Анализ данных, анализ области откуда пришла задача.\n", + "1. Ищутся модели, которые решают похожие задачи.\n", + "2. Анализ данных, анализ области, откуда пришла задача.\n", "3. Адаптация моделей под прикладную задачу.\n", "4. Поверхностная оценка качества каждой модели на полученной выборке.\n", "5. Обучения 1 или 2 лучших моделей, подбирая все возможные параметры и гиперпараметры для получения лучшего результата.\n", "\n", - "Главный результат данной задачи, это получить модель (одну функцию из модели алгоритмов), которая решает конкретную задачу, на конкретном наборе данных." + "Главный результат данной задачи - это получить модель (одну функцию из модели алгоритмов), которая решает конкретную задачу на конкретном наборе данных." ] }, { @@ -1182,12 +1180,12 @@ "\n", "Обычно решение таких задач состоит из следующих этапов:\n", "1. Анализ некоторой предметной области\n", - "2. Разработка новой модели машиного обучения\n", + "2. Разработка новой модели машинного обучения\n", "3. Проверка работоспособности метода на синтетических данных\n", "4. Выявление ограничений метода\n", - "5. Тестирование на большом количестве реальных данных \n", + "5. Тестирование на большом количестве реальных данных\n", "\n", - "Заметим, что основным результатом в данном случае является не одна функция, которая решает одну поставленую задачу, а новая модель алгоритмов, которая может быть применима для большого количества задач. Важно, что не обязательно, новая модель алгоритмов должна давать лучшее качество на разных выборках." + "Заметим, что основным результатом в данном случае является не одна функция, которая решает одну поставленую задачу, а новая модель алгоритмов, которая может быть применима для большого количества задач. Важно, что не обязательно новая модель алгоритмов должна давать лучшее качество на разных выборках." ] } ],