deep-learning-from-scratch
Folders and files
| Name | Name | Last commit date | ||
|---|---|---|---|---|
parent directory.. | ||||
{
"cells": [
{
"cell_type": "markdown",
"id": "5c1e7dbf-e868-47f2-9a55-1df297f6add1",
"metadata": {},
"source": [
"# 深度学习入门:基于Python的理论与实现"
]
},
{
"cell_type": "markdown",
"id": "dc0243d7-6a55-4f4e-940e-03da90bb3911",
"metadata": {},
"source": [
"## Chap1: Python入门"
]
},
{
"cell_type": "markdown",
"id": "c7bfe4c5-ecfa-4b7e-9916-9b29dec9a4af",
"metadata": {},
"source": [
"### Matplotlib的使用"
]
},
{
"cell_type": "markdown",
"id": "197418c0-9e08-488c-829e-ec9c53fcd490",
"metadata": {},
"source": [
"#### Sin函数曲线"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "000074d4-70b1-4d49-8470-a307d588454a",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f90daaa0-f4f3-4cde-87de-f7a7641b2d14",
"metadata": {},
"outputs": [],
"source": [
"x = np.arange(0, 6, 0.1) # 以0.1为单位,生成0到6的数据\n",
"y = np.sin(x)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "194b3ac4-0cec-41ed-ab79-a458bda14fe3",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x, y)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "3473c6d8-bd19-4b05-98cd-59d603f32451",
"metadata": {},
"source": [
"#### Sin/Cos函数曲线"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "5da0f500-65e3-42bc-a3eb-d707df567ea7",
"metadata": {},
"outputs": [],
"source": [
"x = np.arange(0, 6, 0.1)\n",
"y1 = np.sin(x)\n",
"y2 = np.cos(x)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "723b3845-7c3a-4c6e-9c5b-42f3e908cb35",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(x, y1, label=\"sin\")\n",
"plt.plot(x, y2, linestyle=\"--\", label=\"cos\") # 虚线\n",
"plt.xlabel(\"x\") # x轴标签\n",
"plt.ylabel(\"y\") # y轴标签\n",
"plt.title(\"sin & cos\") # 标题\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e7b603a8-f1e6-47cc-9516-7babf5b20633",
"metadata": {},
"source": [
"#### 显示图片"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "26b3e796-9463-4ce9-b2d0-c51bc2255eec",
"metadata": {},
"outputs": [],
"source": [
"from matplotlib.image import imread\n",
"from PIL import Image\n",
"from io import BytesIO\n",
"import requests"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "72511959-d694-410e-a6ee-cda7fada94f7",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# imread(\"local_image_file\")\n",
"url = \"https://static.cyub.vip/images/202410/lena.png\"\n",
"response = requests.get(url)\n",
"img = Image.open(BytesIO(response.content))\n",
"plt.imshow(img)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "41e9e308-da1a-4486-be30-680520b28da1",
"metadata": {},
"source": [
"#### ReLU曲线\n",
"\n",
"ReLU(Rectified Linear Unit)激活函数的曲线。ReLU函数定义为:\n",
"\n",
"$$\n",
"f(x)=max(0,x)\n",
"$$\n",
"\n",
"这意味着当输入x小于0时,输出为0;当输入x大于或等于0时,输出为x的值。"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "eafeb3ec-872b-46ee-ba86-c87f83289b78",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 定义ReLU函数\n",
"def relu(x):\n",
" return np.maximum(0, x)\n",
"\n",
"# 生成x值\n",
"x = np.linspace(-10, 10, 1000)\n",
"\n",
"# 计算ReLU函数的y值\n",
"y = relu(x)\n",
"\n",
"# 绘制ReLU曲线\n",
"plt.plot(x, y)\n",
"plt.title('ReLU Activation Function')\n",
"plt.xlabel('x')\n",
"plt.ylabel('f(x)')\n",
"plt.grid(True)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "3b08b32f-4267-40f8-8135-c2e1d081ee50",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# 设置随机种子\n",
"np.random.seed(0)\n",
"\n",
"# 生成随机数据\n",
"num_samples = 100\n",
"x1 = np.random.rand(num_samples)\n",
"x2 = np.random.rand(num_samples)\n",
"\n",
"# 设置权重和偏置\n",
"w1 = 2\n",
"w2 = -1\n",
"b = 0.5\n",
"\n",
"# 计算输出\n",
"y = np.where(w1*x1 + w2*x2 + b > 0, 1, 0)\n",
"\n",
"# 绘制散点图\n",
"plt.scatter(x1[y==1], x2[y==1], label='Positive')\n",
"plt.scatter(x1[y==0], x2[y==0], label='Negative')\n",
"\n",
"# 绘制决策边界\n",
"x_plot = np.linspace(0, 1, 100)\n",
"y_plot = -(w1/w2)*x_plot - b/w2\n",
"plt.plot(x_plot, y_plot, 'r--', label='Decision Boundary')\n",
"\n",
"# 设置坐标轴标签和图例\n",
"plt.xlabel('x1')\n",
"plt.ylabel('x2')\n",
"plt.legend()\n",
"\n",
"# 显示图像\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "ac9791fa-2bff-4a86-95ff-4012d99dc82f",
"metadata": {},
"source": [
"## Chap2: 感知机\n",
"\n",
"感知机(perceptron)是由美国学者 Frank Rosenblatt 在 1957 年提出来的。感知机接收多个输入信号,输出一个信号。"
]
},
{
"cell_type": "markdown",
"id": "57b54717-7e37-4f48-b4c3-0eb746b007e1",
"metadata": {},
"source": [
"下图中是一个接收两个输入信号的感知机的例子。x1、x2 是输入信号,y 是 输 出 信 号,w1、w2 是 权 重(w 是 weight 的 首 字 母)。图 中 的 ○ 称 为“神经元”或者“节点”。输入信号被送往神经元时,会被分别乘以固定的权重(w1x1、w2x2)。神经元会计算传送过来的信号的总和,只有当这个总和超过了某个界限值时,才会输出 1。这也称为“神经元被激活”。这里将这个界限值称为**阈值**,用符号 θ 表示。\n",
"\n",
"感知机的多个输入信号都有各自固有的权重,这些权重发挥着控制各个信号的重要性的作用。也就是说,权重越大,对应该权重的信号的重要性就越高。\n",
"\n",
"数学公式:\n",
"\n",
"$$\n",
"f(x)=\n",
"\\begin{cases}\n",
"0 &&(w_1 x_1 + w_2 x_2) \\le \\theta\\\\\\\\\n",
"1 &&(w_1 x_1 + w_2 x_2) \\gt \\theta\n",
"\\end{cases}\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "e80cb9d7-bd1a-40be-8074-8a9856d31590",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"id": "48e193c1-5a68-4abe-a310-65168071641f",
"metadata": {},
"source": [
"### 简单逻辑电路"
]
},
{
"cell_type": "markdown",
"id": "aae5056e-e298-4cee-a760-b5efcd2be1d2",
"metadata": {},
"source": [
"#### 与门\n",
"\n",
"与门(AND gate)仅在两个输入均为 1 时输出 1,其他时候则输出 0。输入信号和输出信号的对应表称为“真值表。与门的真值表:\n",
"\n",
"$x_1$ | $x_2$ | $y$\n",
"--- | --- | ---\n",
"0 | 0 | 0\n",
"1 | 0 | 0\n",
"0 | 1 | 0\n",
"1 | 1 | 1\n",
"\n",
"如果用感知机来实现上面的与门,其中$w1$, $w2$, $\\theta$的可能取值有:\n",
"\n",
"(0.5, 0.5, 0.7)\n",
"\n",
"(0.5, 0.5, 0.8)\n",
"\n",
"等无穷多。"
]
},
{
"cell_type": "markdown",
"id": "2c2c1dbf-562c-4cff-b6b1-4836ac4cb539",
"metadata": {},
"source": [
"#### 与非门\n",
"\n",
"与非门(NAND gate)就是颠倒了与门的输出。。NAND 是 Not AND 的意思。\n",
"\n",
"$x_1$ | $x_2$ | $y$\n",
"--- | --- | ---\n",
"0 | 0 | 1\n",
"1 | 0 | 1\n",
"0 | 1 | 1\n",
"1 | 1 | 0"
]
},
{
"cell_type": "markdown",
"id": "cdf11f90-8eec-4c83-bfa5-5a7f535858f6",
"metadata": {},
"source": [
"#### 或门\n",
"\n",
"或门是“只要有一个输入信号是 1,输出就为 1”的逻辑电路。\n",
"\n",
"$x_1$ | $x_2$ | $y$\n",
"--- | --- | ---\n",
"0 | 0 | 0\n",
"1 | 0 | 1\n",
"0 | 1 | 1\n",
"1 | 1 | 1"
]
},
{
"cell_type": "markdown",
"id": "cf248292-77be-4c9a-ba7b-94ab9160b678",
"metadata": {},
"source": [
"### 感知机实现"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "f35af68a-22ec-4a6d-8e6c-af892d0f230f",
"metadata": {},
"outputs": [],
"source": [
"def AND(x1, x2):\n",
" w1, w2, theta = 0.5, 0.5, 0.7\n",
" tmp = x1*w1 + x2 * w2\n",
" if tmp <= theta:\n",
" return 0\n",
" else:\n",
" return 1"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d1f1b53d-a4cb-40f6-9320-7bda276e29f2",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 0, 0, 1)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"AND(0, 0), AND(1, 0), AND(1, 0), AND(1, 1)"
]
},
{
"cell_type": "markdown",
"id": "9b4032c4-9182-4cae-8c2c-a4367bb20955",
"metadata": {},
"source": [
"#### 权重与偏置\n",
"\n",
"将$\\theta$换成 $-b$之后,我们可以得到以下数学公式:\n",
"\n",
"$$\n",
"f(x)=\n",
"\\begin{cases}\n",
"0 &&(b + w_1 x_1 + w_2 x_2) \\le 0\\\\\\\\\n",
"1 &&(b + w_1 x_1 + w_2 x_2) \\gt 0\n",
"\\end{cases}\n",
"$$\n",
"\n",
"虽然有一个符号不同,但表达的内容是完全相同的。此处,b 称为**偏置**,w1 和 w2 称为**权重**。感知机会计算输入信号和权重的乘积,然后加上偏置,如果这个值大于 0 则输出 1,否则输出 0。w1 和 w2 是控制输入信号的重要性的参数,而偏置是调整神经元被激活的容易程度(输出信号为 1 的程度)的参数。\n",
"\n",
"我们可以把偏置当做成权重为b的输入信号1:\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "6c4efc04-455d-4f1f-8b10-3b409850a1bc",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.float64(0.5)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"x = np.array([0, 1]) # 输入\n",
"w = np.array([0.5, 0.5]) # 权重\n",
"b = -0.7 # 偏置\n",
"np.sum(x * w)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b99a7950-e845-4737-ace3-107a936e0ee0",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"np.float64(-0.19999999999999996)"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sum(x * w) + b"
]
},
{
"cell_type": "markdown",
"id": "154c0f03-9d0d-4358-981b-ee3303afad79",
"metadata": {},
"source": [
"#### 基于权重和偏置的实现"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "920d2c48-4926-46cd-9ea4-803f2e9923ce",
"metadata": {},
"outputs": [],
"source": [
"def AND(x1, x2):\n",
" x = np.array([x1, x2])\n",
" w = np.array([0.5, 0.5])\n",
" b = -0.7\n",
" tmp = np.sum(w * x) + b\n",
" if tmp<=0:\n",
" return 0\n",
" else:\n",
" return 1"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "3bf5d449-92ee-4d75-92bc-fc7c9f60bb00",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 0, 0, 1)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"AND(0, 0), AND(1, 0), AND(1, 0), AND(1, 1)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "f14671b0-8e8b-48e7-bca1-6154b5cf570c",
"metadata": {},
"outputs": [],
"source": [
"def NAND(x1, x2):\n",
" x = np.array([x1, x2])\n",
" w = np.array([-0.5, -0.5])\n",
" b = 0.7\n",
" tmp = np.sum(w * x) + b\n",
" if tmp <= 0:\n",
" return 0\n",
" else:\n",
" return 1"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "07f40932-76b8-4eeb-9ae9-2ceb89e190e8",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1, 1, 1, 0)"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"NAND(0, 0), NAND(1, 0), NAND(1, 0), NAND(1, 1)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "6053efd2-ddb2-4bb6-9721-1d574ada43c0",
"metadata": {},
"outputs": [],
"source": [
"def OR(x1, x2):\n",
" x = np.array([x1, x2])\n",
" w = np.array([0.5, 0.5])\n",
" b = -0.2\n",
" tmp = np.sum(w * x) + b\n",
" if tmp <= 0:\n",
" return 0\n",
" else:\n",
" return 1"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "18823779-526f-4b31-86ad-ce81200d1c1b",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 1, 1, 1)"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"OR(0, 0), OR(1, 0), OR(1, 0), OR(1, 1)"
]
},
{
"cell_type": "markdown",
"id": "b3c8ff8f-32d1-449d-bce2-79332ce30593",
"metadata": {},
"source": [
"### 感知机的局限性\n",
"\n",
"感知机是无法实现这个异或门的。"
]
},
{
"cell_type": "markdown",
"id": "d9b0694a-ace0-4c29-b0ac-0d50c6a575c8",
"metadata": {},
"source": [
"#### 异或门\n",
"\n",
"异或门(XOR gate)也被称为逻辑异或电路。仅当 $x_1$ 或 $x_2$ 中的一方为1 时,才会输出 1。异或门的真值表:\n",
"\n",
"$x_1$ | $x_2$ | $y$\n",
"--- | --- | ---\n",
"0 | 0 | 0\n",
"1 | 0 | 1\n",
"0 | 1 | 1\n",
"1 | 1 | 0"
]
},
{
"cell_type": "markdown",
"id": "9ed9ecba-632e-4491-8b2c-23a407c21e96",
"metadata": {},
"source": [
"### 多层感知机\n",
"\n",
"感知机可以通过多层叠加实现异或门。下面是与门、与非门、或门的逻辑符号。"
]
},
{
"cell_type": "markdown",
"id": "3103e533-f6d9-48f3-a383-d3fef6f6b03c",
"metadata": {},
"source": [
""
]
},
{
"cell_type": "markdown",
"id": "7e977a7b-3287-4820-ad93-c25f28da9494",
"metadata": {},
"source": [
"下面是通过组合与门、与非门、或门来实现异或门:\n",
"\n",
""
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "32b85f33-efab-487b-8c4d-7d8cd05ba282",
"metadata": {},
"outputs": [],
"source": [
"def XOR(x1, x2):\n",
" s1 = NAND(x1, x2)\n",
" s2 = OR(x1, x2)\n",
" y = AND(s1, s2)\n",
" return y"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "c507ac9f-b86f-4bb9-a211-55dcf922f7aa",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0, 1, 1, 0)"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"XOR(0, 0), XOR(1, 0), XOR(1, 0), XOR(1, 1)"
]
},
{
"cell_type": "markdown",
"id": "3dd8a81f-033a-4866-aaca-9aa97f801427",
"metadata": {},
"source": [
"从上面可以看到与门、或门是单层感知机,而异或门是 2 层感知机。叠加了多层的感知机也称为**多层感知机(multi-layered perceptron)**。下图使用感知机表示异或门:\n",
"\n",
"该图中感知机总共由 3 层构成,但是因为拥有权重的层实质上只有 2 层(第 0 层和第 1 层之间,第 1 层和第 2 层之间),所以称为“2 层感知机”。不过,有的文献认为图 2-13 的感知机是由 3 层构成的,因而将其称为“3 层感知机”\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "f69de4aa-0f8f-421e-8739-29b026745e25",
"metadata": {},
"source": [
"## Chap3 神经网络"
]
},
{
"cell_type": "markdown",
"id": "1043d00b-bdee-48cc-a63d-144010a5419e",
"metadata": {},
"source": [
"感知机的局限性:\n",
"\n",
"即便是计算机进行的复杂处理,感知机(理论上)也可以将其表示出来。坏消息是,设定权重的工作,即确定合适的、能符合预期的输入与输出的权重,现在还是由人工进行的。"
]
},
{
"cell_type": "markdown",
"id": "626caa5b-93a1-4ea7-a868-0ec885db7c76",
"metadata": {},
"source": [
"### 神经网络例子\n",
"\n",
"神经网络中最左边的一列称为输入层,最右边的一列称为输出层,中间的一列称为中间层。中间层有时也称为隐藏层。“隐藏”一词的意思是,隐藏层的神经元(和输入层、输出层不同)肉眼看不见。我们把输入层到输出层依次称为第 0 层、第1 层、第 2 层。下面图中是3层神经元构成,因为只有2层神经元有权重,因此将其称为”2层网络“,但有些会根据构成网络的层数,把它称为”3层网络“。\n",
"\n",
"\n"
]
},
{
"cell_type": "markdown",
"id": "d0f30ada-dde7-4d77-b04c-7a8c2caee603",
"metadata": {},
"source": [
"### 激活函数\n",
"\n",
"$$\n",
"y =\n",
"\\begin{cases}\n",
"0 && (b + w_1 x_1 + w_2 x_2) \\le 0\\\\\\\\\n",
"1 &&(b + w_1 x_1 + w_2 x_2) + b \\gt 0\n",
"\\end{cases}\n",
"$$\n",
"\n",
"将上面感知机函数进行简化:\n",
"\n",
"$$\n",
"a = b + w_1 x_1 + w_2 x_2\n",
"$$\n",
"\n",
"$$\n",
"y = h(a)\n",
"$$\n",
"\n",
"其中$b + w_1 x_1 + w_2 x_2$是输入信号总和,可以看出一个整体$x$,进一步简化:\n",
"\n",
"$$\n",
"y = \n",
"h(x) =\n",
"\\begin{cases}\n",
"0 && x \\le 0\\\\\\\\\n",
"1 && x \\gt 0\n",
"\\end{cases}\n",
"$$\n",
"\n",
"上面公式中x是输入信号的总和,y输出信号。函数 $h(x)$ 称为**激活函数(activation function)**。激活函数用于将将输入信号的总和转换为输出信号,它决定了如何来激活输入信号的总和。\n"
]
},
{
"cell_type": "markdown",
"id": "bd76c609-0ce7-4832-bd96-eb6b1604d09e",
"metadata": {},
"source": [
"**神经元经过激活函数的过程:**\n",
"\n",
"信号的加权总和为节点 a(节点即神经元),然后节点 a 被激活函数 $h()$ 转换成节点 y\n",
"\n",
""
]
},
{
"cell_type": "markdown",
"id": "6dcec0d5-1745-4737-8c62-4eb3907c4a27",
"metadata": {},
"source": [
"上面的激活函数 $h(x)$ 是一个 **阶跃函数**。阶跃函数指的是以阈值为界,一旦输入超过阈值,就切换输出。"
]
},
{
"cell_type": "markdown",
"id": "cdb259bf-ae04-4bce-90eb-aaf00c01cba8",
"metadata": {},
"source": [
"#### 阶跃函数"
]
},
{
"cell_type": "markdown",
"id": "389b9619-fec1-41e9-8038-d869c17b7469",
"metadata": {},
"source": [
"##### 阶跃函数实现"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "a64a581e-a103-4b4b-82cf-476310b5e44d",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-1., 1., 2.])"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# 建议版本阶跃函数实现:只支持浮点数\n",
"def setp_function(x):\n",
" if x > 0:\n",
" return 1\n",
" else:\n",
" return 0\n",
"\n",
"# 进阶版本阶跃函数:支持Numpy数组\n",
"def step_funcion(x):\n",
" y = x > 0\n",
" return y.astype(int) # 原书中是np.int,现在已放弃了\n",
"\n",
"x = np.array([-1.0, 1.0, 2.0])\n",
"x"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "4b76a286-434a-4d25-a299-3dde26ae9d40",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([False, True, True])"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y = x > 0\n",
"y"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "995701e7-01f8-4dc7-b6ef-2f7e43f80f28",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0, 1, 1])"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y.astype(int)"
]
},
{
"cell_type": "markdown",
"id": "875d71fb-929c-4ec1-87c0-fd06a0da7455",
"metadata": {},
"source": [
"##### 阶跃函数图形"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "27b704c4-e071-4c87-ab73-a0991d21feb3",
"metadata": {},
"outputs": [],
"source": [
"def step_function(x):\n",
" return np.array(x >0, dtype=int)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "5ff465eb-bbc4-4977-97ff-2e4949601f73",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def step_function_img():\n",
" x = np.arange(-8.0, 8.0, 0.1)\n",
" y = step_function(x)\n",
" plt.plot(x, y)\n",
" plt.ylim(-0.1, 1.1)\n",
" plt.xlabel('x')\n",
" plt.ylabel('step_function(x)')\n",
" # plt.grid(True)\n",
" plt.show()\n",
"\n",
"step_function_img()"
]
},
{
"cell_type": "markdown",
"id": "666b3fe8-2d8d-491a-b25e-7e131e370259",
"metadata": {},
"source": [
"#### sigmoid函数\n",
"\n",
"$$\n",
"$$\n",
"\\begin{aligned}\n",
"h(x) \\ \\ & = \\ \\ \n",
"\\frac{1}{1\\ \\ \\ \\ + \\ \\ \\ \\ exp(-x)} \\\\ \\\\\n",
"&= \\frac{1}{1\\ \\ \\ \\ + \\ \\ \\ \\ e^{-x}}\n",
"\\end{aligned}\n",
"$$\n",
"$$"
]
},
{
"cell_type": "markdown",
"id": "ec9a331e-425e-4694-8da1-b7ddfe5aec83",
"metadata": {},
"source": [
"上面公式中$exp(-x)表示$e^{-x}$,其中e是纳皮尔常数。"
]
},
{
"cell_type": "markdown",
"id": "5f50b875-cf45-44ca-9e06-03d773e89279",
"metadata": {},
"source": [
"##### sigmod函数实现"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "7c1575b8-267f-4573-87db-96b208aa5266",
"metadata": {},
"outputs": [],
"source": [
"# sigmoid函数实现\n",
"def sigmoid(x):\n",
" return 1/(1 + np.exp(-x))"
]
},
{
"cell_type": "markdown",
"id": "61316a2e-3b81-4102-982c-6f2549d7eeea",
"metadata": {},
"source": [
"##### sigmoid函数图形"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "9c1694bd-cc82-4e5b-8042-240e1106d0b4",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.26894142, 0.73105858, 0.88079708])"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# sigmoid函数 测试\n",
"x = np.array([-1, 1.0, 2.0])\n",
"sigmoid(x)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "1ed61457-5826-487a-9370-40d5d384fcbe",
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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