{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"practice_neuron.ipynb","version":"0.3.2","provenance":[],"collapsed_sections":[]},"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"}},"cells":[{"metadata":{"id":"jM_QZPp8u1BN","colab_type":"text"},"cell_type":"markdown","source":["---"]},{"metadata":{"colab_type":"text","id":"W12dfswC9i-H"},"cell_type":"markdown","source":["

Нейрон с сигмоидой

"]},{"metadata":{"id":"yLrmlUVHu1BQ","colab_type":"text"},"cell_type":"markdown","source":["---"]},{"metadata":{"colab_type":"code","id":"rjXJZnV49i-K","colab":{}},"cell_type":"code","source":["from matplotlib import pyplot as plt\n","from matplotlib.colors import ListedColormap\n","import numpy as np\n","import pandas as pd"],"execution_count":0,"outputs":[]},{"metadata":{"colab_type":"text","id":"ATVkJLXp9i_c"},"cell_type":"markdown","source":["Напомним, что сигмоидальная функция (сигмоида) выглядит так: \n"," \n","$$\\sigma(x)=\\frac{1}{1+e^{-x}}$$"]},{"metadata":{"id":"SGEA-1dgu1BW","colab_type":"text"},"cell_type":"markdown","source":[""]},{"metadata":{"colab_type":"text","id":"bnQb9i619i_c"},"cell_type":"markdown","source":["В данном случае мы снова решаем задачу бинарной классификации (2 класса: 1 или 0), но здесь уже будет другая функция активации:\n","\n","$$MSE\\_Loss(\\hat{y}, y) = \\frac{1}{n}\\sum_{i=1}^{n} (\\hat{y_i} - y_i)^2 = \\frac{1}{n}\\sum_{i=1}^{n} (\\sigma(w \\cdot X_i) - y_i)^2$$ \n","\n","Здесь $w \\cdot X_i$ - скалярное произведение, а $\\sigma(w \\cdot X_i) =\\frac{1}{1+e^{-w \\cdot X_i}} $ - сигмоида. \n","\n","**Примечание:** В формуле предполагается, что $b$ - свободный член - является частью вектора весов: $w_0$. Тогда, если к $X$ приписать слева единичный столбец, в скалярном произведении $b$ будет именно как свободный член. При реализации класса $b$ нужно считать отдельно (чтобы было нагляднее)."]},{"metadata":{"colab_type":"text","id":"w46AyfrC9i_d"},"cell_type":"markdown","source":["Можем взять производную лосса по весам и спускаться в пространстве весов в направлении наискорейшего убывания функции лосса. Формула для обновления весов в градиентном спуске такая:"]},{"metadata":{"id":"csOjjWW-u1Ba","colab_type":"text"},"cell_type":"markdown","source":["$$w^{k+1} = w^{k} - \\alpha \\frac{\\partial Loss}{\\partial w} (w^{k})$$"]},{"metadata":{"id":"Tiv0iLpJu1Bb","colab_type":"text"},"cell_type":"markdown","source":["$w^k$ -- вектор весов на $k$-ой итерации"]},{"metadata":{"id":"g7RNUb4Cu1Bc","colab_type":"text"},"cell_type":"markdown","source":["Распишем дальше:"]},{"metadata":{"id":"NZ8KLOJEu1Bd","colab_type":"text"},"cell_type":"markdown","source":["* Для веса $w_j$:"]},{"metadata":{"id":"bQBihQrku1Bg","colab_type":"text"},"cell_type":"markdown","source":["$$ \\frac{\\partial Loss}{\\partial w_j} = \n","\\frac{2}{n} \\sum_{i=1}^n \\left(\\sigma(w \\cdot x_i) - y_i\\right)(\\sigma(w \\cdot x_i))_{w_j}' = \\frac{2}{n} \\sum_{i=1}^n \\left(\\sigma(w \\cdot x_i) - y_i\\right)\\sigma(w \\cdot x_i)(1 - \\sigma(w \\cdot x_i))x_{ij}$$"]},{"metadata":{"id":"cLJrtlF9u1Bg","colab_type":"text"},"cell_type":"markdown","source":["* Градиент $Loss$'а по вектору весов -- это вектор, $j$-ая компонента которого равна $\\frac{\\partial Loss}{\\partial w_j}$ (помним, что весов всего $m$):"]},{"metadata":{"id":"VHI35ym4u1Bi","colab_type":"text"},"cell_type":"markdown","source":["$$\\begin{align}\n"," \\frac{\\partial Loss}{\\partial w} &= \\begin{bmatrix}\n"," \\frac{2}{n} \\sum_{i=1}^n \\left(\\sigma(w \\cdot x_i) - y_i\\right)\\sigma(w \\cdot x_i)(1 - \\sigma(w \\cdot x_i))x_{i1} \\\\\n"," \\frac{2}{n} \\sum_{i=1}^n \\left(\\sigma(w \\cdot x_i) - y_i\\right)\\sigma(w \\cdot x_i)(1 - \\sigma(w \\cdot x_i))x_{i2} \\\\\n"," \\vdots \\\\\n"," \\frac{2}{n} \\sum_{i=1}^n \\left(\\sigma(w \\cdot x_i) - y_i\\right)\\sigma(w \\cdot x_i)(1 - \\sigma(w \\cdot x_i))x_{im}\n"," \\end{bmatrix}\n","\\end{align}=\\frac{1}{n} X^T (\\sigma(w \\cdot X) - y)\\sigma(w \\cdot X)(1 - \\sigma(w \\cdot X))$$"]},{"metadata":{"colab_type":"text","id":"YjagNMyO9i_d"},"cell_type":"markdown","source":["Реализуем сигмоиду и её производную:"]},{"metadata":{"colab_type":"code","id":"EKkpHD_k9i_e","colab":{}},"cell_type":"code","source":["def sigmoid(x):\n"," \"\"\"Сигмоидальная функция\"\"\"\n"," return 1 / (1 + np.exp(-x))"],"execution_count":0,"outputs":[]},{"metadata":{"colab_type":"code","id":"S3V5xryB9i_g","colab":{}},"cell_type":"code","source":["def sigmoid_derivative(x):\n"," \"\"\"Производная сигмоиды\"\"\"\n"," return sigmoid(x) * (1 - sigmoid(x))"],"execution_count":0,"outputs":[]},{"metadata":{"colab_type":"text","id":"UMJYeujp9i_h"},"cell_type":"markdown","source":["Теперь нужно написать нейрон с сигмоидной функцией активации. Здесь всё очень похоже на перцептрон, но будут по-другому обновляться веса и другая функция активации:"]},{"metadata":{"id":"HCw66xTfu1Bs","colab_type":"code","colab":{}},"cell_type":"code","source":["def loss(y_pred, y):\n"," '''\n"," Считаем среднеквадратичную ошибку\n"," '''\n"," y_pred = y_pred.reshape(-1,1)\n"," y = np.array(y).reshape(-1,1)\n"," return 0.5 * np.mean((y_pred - y) ** 2)"],"execution_count":0,"outputs":[]},{"metadata":{"colab_type":"code","id":"06LN5PS79i_i","colab":{}},"cell_type":"code","source":["class Neuron:\n"," def __init__(self, w=None, b=0):\n"," \"\"\"\n"," :param: w -- вектор весов\n"," :param: b -- смещение\n"," \"\"\"\n"," # пока что мы не знаем размер матрицы X, а значит не знаем, сколько будет весов\n"," self.w = w\n"," self.b = b\n","\n"," \n"," def activate(self, x):\n"," return sigmoid(x)\n"," \n"," \n"," def forward_pass(self, X):\n"," \"\"\"\n"," Рассчитывает ответ нейрон при предъявлении набора объектов\n"," :param: X -- матрица примеров размера (n, m), каждая строка - отдельный объект\n"," :return: вектор размера (n, 1) из нулей и единиц с ответами нейрон \n"," \"\"\"\n"," n = X.shape[0]\n"," y_pred = np.zeros((n, 1)) # y_pred == y_predicted - предсказанные классы\n"," y_pred = self.activate(X @ self.w.reshape(X.shape[1], 1) + self.b)\n"," return y_pred.reshape(-1, 1)\n"," \n"," \n"," def backward_pass(self, X, y, y_pred, learning_rate=0.1):\n"," \"\"\"\n"," Обновляет значения весов нейрон в соответствии с этим объектом\n"," :param: X -- матрица входов размера (n, m)\n"," y -- вектор правильных ответов размера (n, 1)\n"," learning_rate - \"скорость обучения\" (символ alpha в формулах выше)\n"," В этом методе ничего возвращать не нужно, только правильно поменять веса\n"," с помощью градиентного спуска.\n"," \"\"\"\n"," n = len(y)\n"," y = np.array(y).reshape(-1, 1)\n"," sigma = self.activate(X @ self.w + self.b)\n"," self.w = self.w - learning_rate * (X.T @ ((sigma - y) * sigma * (1 - sigma))) / n\n"," self.b = self.b - learning_rate * np.mean((sigma - y) * sigma * (1 - sigma))\n"," \n"," \n"," def fit(self, X, y, num_epochs=5000):\n"," \"\"\"\n"," Спускаемся в минимум\n"," :param: X -- матрица объектов размера (n, m)\n"," y -- вектор правильных ответов размера (n, 1)\n"," num_epochs -- количество итераций обучения\n"," :return: loss_values -- вектор значений функции потерь\n"," \"\"\"\n"," self.w = np.zeros((X.shape[1], 1)) # столбец (m, 1)\n"," self.b = 0 # смещение\n"," loss_values = [] # значения функции потерь на различных итерациях обновления весов\n"," \n"," for i in range(num_epochs):\n"," # предсказания с текущими весами\n"," y_pred = self.forward_pass(X)\n"," # считаем функцию потерь с текущими весами\n"," loss_values.append(loss(y_pred, y))\n"," # обновляем веса в соответсвие с тем, где ошиблись раньше\n"," self.backward_pass(X, y, y_pred)\n"," \n"," return loss_values"],"execution_count":0,"outputs":[]},{"metadata":{"colab_type":"text","id":"kYevHjQE9i_k"},"cell_type":"markdown","source":["**Тестирование нейрона**"]},{"metadata":{"colab_type":"text","id":"oiXg900-9i_m"},"cell_type":"markdown","source":["Протестировуем новый нейрон **на тех же данных** по аналогии с тем, как это было проделано с перцептроном. "]},{"metadata":{"colab_type":"text","id":"NgXCHG_P9i_n"},"cell_type":"markdown","source":["**Проверка forward_pass()**"]},{"metadata":{"colab_type":"code","id":"BcrKIaLb9i_n","colab":{},"outputId":"75b113e7-1ecb-47c9-80aa-8022b75bec24"},"cell_type":"code","source":["w = np.array([1., 2.]).reshape(2, 1)\n","b = 2.\n","X = np.array([[1., 3.],\n"," [2., 4.],\n"," [-1., -3.2]])\n","\n","neuron = Neuron(w, b)\n","y_pred = neuron.forward_pass(X)\n","print (\"y_pred = \" + str(y_pred))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["y_pred = [[0.99987661]\n"," [0.99999386]\n"," [0.00449627]]\n"],"name":"stdout"}]},{"metadata":{"colab_type":"text","id":"pw9aByzb9i_t"},"cell_type":"markdown","source":["**Проверка backward_pass()**"]},{"metadata":{"colab_type":"code","id":"yJKVJCsB9i_t","colab":{}},"cell_type":"code","source":["y = np.array([1, 0, 1]).reshape(3, 1)"],"execution_count":0,"outputs":[]},{"metadata":{"colab_type":"code","id":"WCc5c44a9i_u","colab":{},"outputId":"acca6275-1da4-4278-d264-c161f2a2d3cf"},"cell_type":"code","source":["neuron.backward_pass(X, y, y_pred)\n","\n","print (\"w = \" + str(neuron.w))\n","print (\"b = \" + str(neuron.b))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["w = [[0.99970185]\n"," [1.99904691]]\n","b = 2.0002969201028766\n"],"name":"stdout"}]},{"metadata":{"colab_type":"text","id":"WWIHm_PP39mx"},"cell_type":"markdown","source":["Посмотрим, как меняется функция потерь в течение процесса обучения на реальных данных - датасет \"Яблоки и Груши\":"]},{"metadata":{"colab_type":"code","id":"7PIOizom9i_w","colab":{}},"cell_type":"code","source":["data = pd.read_csv(\"./data/apples_pears.csv\")"],"execution_count":0,"outputs":[]},{"metadata":{"colab_type":"code","id":"MHzVksit9i_y","colab":{},"outputId":"352524cb-5f59-4908-cb71-4ff09507f0ab"},"cell_type":"code","source":["data.head()"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/html":["
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yellownesssymmetrytarget
00.7794270.2573051.0
10.7770050.0159151.0
20.9770920.3042101.0
30.0430320.1408990.0
40.7604330.1931231.0
\n","
"],"text/plain":[" yellowness symmetry target\n","0 0.779427 0.257305 1.0\n","1 0.777005 0.015915 1.0\n","2 0.977092 0.304210 1.0\n","3 0.043032 0.140899 0.0\n","4 0.760433 0.193123 1.0"]},"metadata":{"tags":[]},"execution_count":72}]},{"metadata":{"colab_type":"code","id":"1RsB6C1w9i_0","colab":{},"outputId":"63058672-039d-4b74-afa3-5612fd0650f0"},"cell_type":"code","source":["plt.figure(figsize=(10, 8))\n","plt.scatter(data.iloc[:, 0], data.iloc[:, 1], c=data['target'], cmap='rainbow')\n","plt.title('Яблоки и груши', fontsize=15)\n","plt.xlabel('симметричность', fontsize=14)\n","plt.ylabel('желтизна', fontsize=14)\n","plt.show();"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"metadata":{"colab_type":"text","id":"oLdRWfRD9i_3"},"cell_type":"markdown","source":["Обозначим, что здесь признаки, а что - классы:"]},{"metadata":{"colab_type":"code","id":"1yrSFfII9i_3","colab":{}},"cell_type":"code","source":["X = data.iloc[:,:2].values # матрица объекты-признаки\n","y = data['target'].values.reshape((-1, 1)) # классы (столбец из нулей и единиц)"],"execution_count":0,"outputs":[]},{"metadata":{"colab_type":"text","id":"8W6RmOJT9i_5"},"cell_type":"markdown","source":["**Вывод функции потерь** \n","Функция потерь должна убывать и в итоге стать близкой к 0"]},{"metadata":{"colab_type":"code","id":"6N-LhHXb9i_5","colab":{},"outputId":"4adb5440-26e4-4bbf-8573-1c4c3e4908cb"},"cell_type":"code","source":["%%time\n","\n","neuron = Neuron()\n","Loss_values = neuron.fit(X, y)\n","\n","plt.figure(figsize=(10, 8))\n","plt.plot(Loss_values)\n","plt.title('Функция потерь', fontsize=15)\n","plt.xlabel('номер итерации', fontsize=14)\n","plt.ylabel('$Loss(\\hat{y}, y)$', fontsize=14)\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Wall time: 616 ms\n"],"name":"stdout"}]},{"metadata":{"colab_type":"text","id":"d6vluBuL9i_-"},"cell_type":"markdown","source":["Посмотрим, как нейрон классифицировал объекты из выборки:"]},{"metadata":{"colab_type":"code","id":"DI1TqgsE9i_-","colab":{},"outputId":"210376b2-4e22-446f-fbcd-bd3bc1bf4a45"},"cell_type":"code","source":["plt.figure(figsize=(10, 8))\n","plt.scatter(data.iloc[:, 0], data.iloc[:, 1], c=np.array(neuron.forward_pass(X) > 0.5).ravel(), cmap='spring')\n","plt.title('Яблоки и груши', fontsize=15)\n","plt.xlabel('симметричность', fontsize=14)\n","plt.ylabel('желтизна', fontsize=14)\n","plt.show();"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[]}}]},{"metadata":{"colab_type":"text","id":"B1HWkCbQ39nL"},"cell_type":"markdown","source":["На самом деле то, что вы здесь наблюдаете (плохое качество разделения) -- последствие **затухающих градиентов (vanishing gradients)**. Мы позже ещё поговорим об этом (то есть о том, почему это происходит в данном случае).\n","\n","Попробуем увеличить количество итераций градиентного спуска (50k итераций):"]},{"metadata":{"colab_type":"code","id":"jfmaMG1X39nN","colab":{},"outputId":"d6fd6822-c575-4d35-84b1-666fab16f14e"},"cell_type":"code","source":["%%time\n","\n","neuron = Neuron()\n","loss_values = neuron.fit(X, y, num_epochs=50000)\n","\n","plt.figure(figsize=(10, 8))\n","plt.scatter(data.iloc[:, 0], data.iloc[:, 1], c=np.array(neuron.forward_pass(X) > 0.5).ravel(), cmap='spring')\n","plt.title('Яблоки и груши', fontsize=15)\n","plt.xlabel('симметричность', fontsize=14)\n","plt.ylabel('желтизна', fontsize=14)\n","plt.show();"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["
"]},"metadata":{"tags":[]}},{"output_type":"stream","text":["Wall time: 5.03 s\n"],"name":"stdout"}]},{"metadata":{"colab_type":"text","id":"gJBRZxea39nT"},"cell_type":"markdown","source":["Что ж, стало лучше. Градиенты \"текут\" медленно, но верно."]},{"metadata":{"id":"J6NkpQ29u1Cq","colab_type":"text"},"cell_type":"markdown","source":["---"]},{"metadata":{"colab_type":"text","id":"2KkEFqF339n6"},"cell_type":"markdown","source":["

Полезные ссылки

\n","\n","0). Статья от Стэнфорда: http://cs231n.github.io/neural-networks-1/\n","\n","1). Хорошая статья про функции активации: https://www.jeremyjordan.me/neural-networks-activation-functions/\n","\n","2). [Видео от Siraj Raval](https://www.youtube.com/watch?v=-7scQpJT7uo)\n","\n","3). Современная статья про функции активации. Теперь на хайпе активация **$swish(x) = x\\sigma (\\beta x)$:** https://arxiv.org/pdf/1710.05941.pdf (кстати, при её поиске в некоторой степени использовался neural architecture search)\n","\n","4). **SeLU** имеет очень интересные, доказанные с помощью теории вероятностей свойства: https://arxiv.org/pdf/1706.02515.pdf (да, в этой статье 102 страницы)"]}]}