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gradient-descent-two-parameters-linear-regression.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": [],
"name": "gradient-descent-two-parameters-linear-regression.ipynb",
"authorship_tag": "ABX9TyMs/fMIUAuRbWay05y0KAV6",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/firmai/538b585fdd08f590d163d810d62320de/gradient-descent-two-parameters-linear-regressoin.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 452
},
"id": "JBL1JYhtlwlt",
"outputId": "d3fde8d3-dd4f-4ef3-d4a0-1a537b8083a4"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 720x442.8 with 2 Axes>"
],
"image/png": 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\n"
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# The data to fit\n",
"m = 20\n",
"# Here we are using two different learning rates, because with..\n",
"#..more than two parameters we need to normalize our data to be able..\n",
"#..to use only one rate, and I haven't taught you how to do that yet.\n",
"theta0_true = 55\n",
"theta1_true = 0.070\n",
"# x = np.linspace(-1,1,m)\n",
"# y = theta0_true + theta1_true * x\n",
"\n",
"x = np.array([0, 1000, 1500, 2000, 3000, 3800, 4500])\n",
"y = np.array([0, 100, 230, 150, 300, 390, 300])\n",
"\n",
"# The plot: LHS is the data, RHS will be the cost function.\n",
"fig, ax = plt.subplots(nrows=1, ncols=2, figsize=(10,6.15))\n",
"ax[0].scatter(x, y, marker='x', s=40, color='k')\n",
"\n",
"def cost_func(theta0, theta1):\n",
" \"\"\"The cost function, J(theta0, theta1) describing the goodness of fit.\"\"\"\n",
" theta0 = np.atleast_3d(np.asarray(theta0))\n",
" theta1 = np.atleast_3d(np.asarray(theta1))\n",
" return np.average((y-hypothesis(x, theta0, theta1))**2, axis=2)/2\n",
"\n",
"def hypothesis(x, theta0, theta1):\n",
" \"\"\"Our \"hypothesis function\", a straight line.\"\"\"\n",
" return theta0 + theta1*x\n",
"\n",
"# First construct a grid of (theta0, theta1) parameter pairs and their\n",
"# corresponding cost function values.\n",
"theta0_grid = np.linspace(-500,500,50)\n",
"theta1_grid = np.linspace(-0.07,0.25,50)\n",
"\n",
"J_grid = cost_func(theta0_grid[np.newaxis,:,np.newaxis],\n",
" theta1_grid[:,np.newaxis,np.newaxis])\n",
"\n",
"# A labeled contour plot for the RHS cost function\n",
"X, Y = np.meshgrid(theta0_grid, theta1_grid)\n",
"contours = ax[1].contour(X, Y, J_grid, 30)\n",
"ax[1].clabel(contours)\n",
"# The target parameter values indicated on the cost function contour plot\n",
"ax[1].scatter([theta0_true]*2,[theta1_true]*2,s=[50,10], color=['k','w'])\n",
"\n",
"# Take N steps with learning rate alpha down the steepest gradient,\n",
"# starting at (theta0, theta1) = (0, 0).\n",
"N = 5\n",
"alpha_1 = 0.5/m\n",
"alpha_2 = 0.0000002/m\n",
"theta = [np.array((0,0))]\n",
"J = [cost_func(*theta[0])[0]]\n",
"for j in range(N-1):\n",
" last_theta = theta[-1]\n",
" this_theta = np.empty((2,))\n",
" this_theta[0] = last_theta[0] - alpha_1 * np.sum(\n",
" (hypothesis(x, *last_theta) - y))\n",
" this_theta[1] = last_theta[1] - alpha_2 * np.sum(\n",
" (hypothesis(x, *last_theta) - y) * x)\n",
" theta.append(this_theta)\n",
" J.append(cost_func(*this_theta))\n",
"\n",
"\n",
"# Annotate the cost function plot with coloured points indicating the\n",
"# parameters chosen and red arrows indicating the steps down the gradient.\n",
"# Also plot the fit function on the LHS data plot in a matching colour.\n",
"colors = ['b', 'g', 'm', 'c', 'orange']\n",
"ax[0].plot(x, hypothesis(x, *theta[0]), color=colors[0], lw=2,\n",
" label=r'$\\theta_0 = {:.3f}, \\theta_1 = {:.3f}$'.format(*theta[0]))\n",
"for j in range(1,N):\n",
" ax[1].annotate('', xy=theta[j], xytext=theta[j-1],\n",
" arrowprops={'arrowstyle': '->', 'color': 'r', 'lw': 1},\n",
" va='center', ha='center')\n",
" ax[0].plot(x, hypothesis(x, *theta[j]), color=colors[j], lw=2,\n",
" label=r'$\\theta_0 = {:.3f}, \\theta_1 = {:.3f}$'.format(*theta[j]))\n",
"ax[1].scatter(*zip(*theta), c=colors, s=40, lw=0)\n",
"\n",
"# Labels, titles and a legend.\n",
"ax[1].set_xlabel(r'$\\theta_0$')\n",
"ax[1].set_ylabel(r'$\\theta_1$')\n",
"ax[1].set_title('Cost function')\n",
"ax[0].set_xlabel(r'$square feet$')\n",
"ax[0].set_ylabel(r'$house price$')\n",
"ax[0].set_title('Data and fit')\n",
"axbox = ax[0].get_position()\n",
"# Position the legend by hand so that it doesn't cover up any of the lines.\n",
"ax[0].legend(loc=(axbox.x0 -0.1, axbox.y0+0.6),\n",
" fontsize='small')\n",
"\n",
"plt.tight_layout()\n",
"plt.savefig(\"loss_doy.svg\")\n",
"plt.show()"
]
}
]
}
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