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Iris Series: Visualize Math -- From Arithmetic Basics to Machine Learning 79be5dda7d Add files via upload
2025-02-01 17:06:45 +08:00

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{
"cells": [
{
"cell_type": "markdown",
"id": "73bd968b-d970-4a05-94ef-4e7abf990827",
"metadata": {},
"source": [
"Chapter 09\n",
"\n",
"# 朝不同正交坐标系投影\n",
"Book_4《矩阵力量》 | 鸢尾花书:从加减乘除到机器学习 (第二版)"
]
},
{
"cell_type": "markdown",
"id": "feafc415-166c-4266-abeb-626bb0b3ab00",
"metadata": {},
"source": [
"这段代码展示了二维向量 $$x = \\begin{bmatrix} 4 \\\\ 3 \\end{bmatrix}$$在不同方向上的投影生成了9个子图展示每个角度的投影效果。首先定义角度列表 `thetas`包括从0到135度的多个角度。对于每个角度 $\\theta$,计算两个单位向量 $v_1$ 和 $v_2$\n",
"\n",
"$$\n",
"v_1(\\theta) = \\begin{bmatrix} \\cos(\\theta) \\\\ \\sin(\\theta) \\end{bmatrix}\n",
"$$\n",
"\n",
"和与 $v_1$垂直的单位向量\n",
"\n",
"$$\n",
"v_2(\\theta) = \\begin{bmatrix} -\\sin(\\theta) \\\\ \\cos(\\theta) \\end{bmatrix}\n",
"$$\n",
"\n",
"代码分别计算向量$x$在 $v_1$ 和 $v_2$ 方向上的投影,得到投影长度为\n",
"\n",
"$$\n",
"\\text{proj}_{v_1} = v_1^T \\cdot x\n",
"$$\n",
"\n",
"和\n",
"\n",
"$$\n",
"\\text{proj}_{v_2} = v_2^T \\cdot x\n",
"$$\n",
"\n",
"在每个子图中,代码绘制 $x$ 在 $v_1$ 和 $v_2$ 上的投影线段及投影点,并显示向量 $v_1$ 和 $v_2$ 的方向,同时将向量 $x$ 和坐标轴也一并展示。通过不同角度的展示,可以直观地观察到 $x$ 在各个方向的投影变化及几何关系。"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "aa00506d-3ba1-4f0b-b665-e8a6f6c27a93",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np # 导入数值计算库\n",
"import matplotlib.pyplot as plt # 导入绘图库"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "0a88b8a3-04ca-4ff5-ade5-63538d49958f",
"metadata": {},
"outputs": [],
"source": [
"p = plt.rcParams # 获取默认绘图参数\n",
"p[\"font.sans-serif\"] = [\"Roboto\"] # 设置无衬线字体为 Roboto\n",
"p[\"font.weight\"] = \"light\" # 设置字体粗细为 light\n",
"p[\"ytick.minor.visible\"] = True # 显示 y 轴的小刻度\n",
"p[\"xtick.minor.visible\"] = True # 显示 x 轴的小刻度\n",
"p[\"axes.grid\"] = True # 启用坐标轴网格\n",
"p[\"grid.color\"] = \"0.5\" # 设置网格颜色为灰色\n",
"p[\"grid.linewidth\"] = 0.5 # 设置网格线宽度"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d9b2def9-7b6d-4cfc-bc57-7a35a47bffc4",
"metadata": {},
"outputs": [],
"source": [
"# 定义角度数组\n",
"thetas = np.array([0, 15, 30, 45, 60, 75, 90, 120, 135]) # 定义角度列表"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "303244d5-3e11-472b-ac4e-6a0feadab71e",
"metadata": {},
"outputs": [],
"source": [
"# 定义向量 x\n",
"x = np.array([[4], [3]]) # 定义二维向量 x"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "5591d179-9c62-4056-9501-776e6b60f560",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1200x1200 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 创建绘图\n",
"i = 1 # 子图计数器\n",
"fig = plt.figure(figsize = (12,12)) # 创建绘图\n",
"\n",
"# 计算不同角度下的投影\n",
"for theta in thetas: # 遍历角度列表\n",
" \n",
" theta = theta / 180 * np.pi # 将角度转换为弧度\n",
" ax = fig.add_subplot(3, 3, i) # 添加3x3子图布局中的第 i 个子图\n",
"\n",
" # 定义 v1 向量并计算 x 在 v1 上的投影\n",
" v1 = np.array([[np.cos(theta)], [np.sin(theta)]]) # 计算旋转角度方向的单位向量 v1\n",
" proj = v1.T @ x # 计算向量 x 在 v1 上的投影\n",
" # print(proj) # 输出投影长度\n",
" plt.plot([-v1[0, 0]*6, v1[0, 0]*6], [-v1[1, 0]*6, v1[1, 0]*6]) # 绘制 v1 的投影轴\n",
" plt.plot([x[0, 0], v1[0, 0]*proj[0, 0]], [x[1, 0], v1[1, 0]*proj[0, 0]], color='k', linestyle='--') # 绘制 x 到投影点的虚线\n",
" plt.plot(v1[0, 0]*proj[0, 0], v1[1, 0]*proj[0, 0], color='k', marker='x') # 标记投影点\n",
"\n",
" plt.quiver(0, 0, v1[0, 0], v1[1, 0], angles='xy', scale_units='xy', scale=1, color='b') # 绘制单位向量 v1\n",
"\n",
" # 定义 v2 向量并计算 x 在 v2 上的投影\n",
" v2 = np.array([[-np.sin(theta)], [np.cos(theta)]]) # 计算与 v1 垂直的单位向量 v2\n",
" proj = v2.T @ x # 计算向量 x 在 v2 上的投影\n",
" # print(proj) # 输出投影长度\n",
" plt.plot([-v2[0, 0]*6, v2[0, 0]*6], [-v2[1, 0]*6, v2[1, 0]*6]) # 绘制 v2 的投影轴\n",
" plt.plot([x[0, 0], v2[0, 0]*proj[0, 0]], [x[1, 0], v2[1, 0]*proj[0, 0]], color='k', linestyle='--') # 绘制 x 到投影点的虚线\n",
" plt.plot(v2[0, 0]*proj[0, 0], v2[1, 0]*proj[0, 0], color='k', marker='x') # 标记投影点\n",
"\n",
" plt.quiver(0, 0, v2[0, 0], v2[1, 0], angles='xy', scale_units='xy', scale=1, color='r') # 绘制单位向量 v2\n",
"\n",
" # 绘制坐标轴和向量 x\n",
" plt.axhline(y=0, color='k') # 绘制 x 轴\n",
" plt.axvline(x=0, color='k') # 绘制 y 轴\n",
" plt.plot(x[0, 0], x[1, 0], marker='x', color='r') # 标记向量 x 的起点\n",
" plt.quiver(0, 0, x[0, 0], x[1, 0], angles='xy', scale_units='xy', scale=1, color='k') # 绘制向量 x\n",
"\n",
" # 设置坐标轴和网格\n",
" plt.axis('scaled') # 使坐标轴比例相等\n",
" ax.grid(linestyle='--', linewidth=0.25, color=[0.75, 0.75, 0.75]) # 设置网格样式\n",
" plt.xlim([-6, 6]) # 设置 x 轴范围\n",
" plt.ylim([-6, 6]) # 设置 y 轴范围\n",
" plt.xticks(np.linspace(-6, 6, 13)) # 设置 x 轴刻度\n",
" plt.yticks(np.linspace(-6, 6, 13)) # 设置 y 轴刻度\n",
" \n",
" i = i + 1 # 增加子图计数器"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.7"
}
},
"nbformat": 4,
"nbformat_minor": 5
}