{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "*A draft notebook from my Calculus II files.*\n", "
" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sympy import *" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "init_printing()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# The Gradient\n", "\n", "[Video](https://www.khanacademy.org/math/multivariable-calculus/multivariable-derivatives/modal/v/gradient).\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consider:\n", "\n", "$$f(x, y) = x^2 \\sin{y}$$" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "x, y = symbols('x y')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "f = x**2 * sin(y)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Compute partial derivatives" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFEAAAAXCAYAAABzjqNHAAAABHNCSVQICAgIfAhkiAAAA/hJREFU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\nTkSuQmCC\n", "text/latex": [ "$$2 x \\sin{\\left (y \\right )}$$" ], "text/plain": [ "2⋅x⋅sin(y)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dx = diff(f, x)\n", "dx" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAFUAAAAaCAYAAADG+xDjAAAABHNCSVQICAgIfAhkiAAABExJREFU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\n5vrpWWSRRRZZtCT+A4s+L3h6dArcAAAAAElFTkSuQmCC\n", "text/latex": [ "$$x^{2} \\cos{\\left (y \\right )}$$" ], "text/plain": [ " 2 \n", "x ⋅cos(y)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dy = diff(f, y)\n", "dy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nabla $\\nabla$, \"the gradient\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also pronounced \"del\".\n", "\n", "The gradient of $f$ is a vector that has all the partial derivatives in it.\n", "\n", "In this case, $f$ is a two-variable function so there are two derivatives in it.\n", "\n", "\\begin{align}\n", " \\nabla f &= \\left[ \\frac{f_x}{f_y} \\right] \\\\ \\\\\n", " &= \\left[ \\frac{ 2x \\sin{y} }{ x^2 \\cos{y} } \\right]\n", "\\end{align}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Direction of steepest ascent" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The [gradient points in the direction of steepest ascent](https://www.khanacademy.org/math/multivariable-calculus/multivariable-derivatives/modal/v/gradient-and-graphs). Not 100% sure what this means..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## New function $g$\n", "\n", "To match the example in the video linked above." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAEYAAAAaCAYAAAAKYioIAAAABHNCSVQICAgIfAhkiAAAAk5JREFU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\nK6ySAVxSehyoU6dOnXHLLywgq8YiMH7dAAAAAElFTkSuQmCC\n", "text/latex": [ "$$x^{2} + y^{2}$$" ], "text/plain": [ " 2 2\n", "x + y " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = x**2 + y**2\n", "g" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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mdpkpXuCK+v/hd08hGF7SuoHiyhHSqlTMYXzyJcKu9+OVhrb7dO44rsftQ/mJ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\nj4pnzZo1qOfS77g8upFjMN12ruvy2GOP8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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = plotting.plot3d(g, (x, -5, 5), (y, -5, 5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## $\\nabla g$" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAF8AAAAXCAYAAABtR5P0AAAABHNCSVQICAgIfAhkiAAAAw9JREFU\naIHt2E2oFmUUwPGfZREW9KlkRS0ScmPRQmiR8BKFkEiUtahFuhKhkEz6QAhuIZnhJoo0grqbFkWL\nSIOIiLmVESG4ENFVXAysKPIj7MvqtnjO5c5978ydmXvf9x2N9w/DzDznnOc558wzzxdDzgk6mMhd\nR1v15v/DNabndWJSsLBAeQwZfs6VXY37sQYrcD3+wiG8Hde/vfd7IPQ7tt/wfDxvwE1FSh3pq4wU\nyDaF7DjewQ68hZNR/j4WzMPBNhlkbJlcz8/TUZ78u7AWF3SVX4tjYbeuRw4OmkHGlsklv7vBMj7D\nXjN/vx+wJ547BXafRGMPdJUvwGjIXqrpQ79oGttWye+tJfXdgj/xeVXDdZM/G2fj/neB7CkpqO24\nMFe+C+vxJp7tgQ/9oii2L+N+R4nNq1KsjzdpqKN82CljoTQxTWB1ic5oyDfE+7Z4f1dvPn6/KIvt\nImkSPVZg81Dov1JSZ2YOY34Zu8Lmo1l0bsDvGJd6wwQ+xsUN2mmD2WIbC9l1ubJL8R1+xOUldWZ6\nlPzNoX8EV1Xo7jC1xt2PRTXbaIuq2F40cy7bafofXkSmB8l/LHQPS6uCKp40lfzlNfTbpE5sa0Jn\nZ7wvl/YGX5l9WZqZZ/KfCL1DWFKhCw9Lk+73Ybe7hk1b1I3tSimmsXj/FP/g9or6M/NI/jOhc1Da\nNldxr6nd4mLpNz7r3Oz9TWM7jDN4JOxer2GTmWPynwv5AdVjPNwprQq+xdIoezDq+KDEZlT1uNkP\nmsYGb4TNr/ippl2m4myniPV4Qfq1vpAmpG7GpeTBbdiHU7hHGnJIW/UDuA+roq48k0vPoj1Dv2ga\n2yT7sRGXYQt+mY8THeU9f8TMk7nuKwvdZdLu8ARuLajr7tD/ukB2EKelMXVQjKgfW55VIftG/bOf\nTA/X+b3kCqn3vdxS+035UPJ3ZQObTEXy2zrPX4s/1Fu6ts3kJPtaDd1a5/njps6dmX6ePwj24pIB\nt9mEG6Wk34xHpdXO0zXs8uf5Q+bIRqnXnsB7ph8tDBkyZMj5wH8zrQab/OCsmQAAAABJRU5ErkJg\ngg==\n", "text/latex": [ "$$\\left [ 2 x, \\quad 2 y\\right ]$$" ], "text/plain": [ "[2⋅x, 2⋅y]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gradient = [\n", " diff(g, x),\n", " diff(g, y)\n", "]\n", "\n", "gradient" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The gradient is a function that takes in an $(x, y)$ input and returns a vector. Perhaps this vector points in the direction of steepest ascent?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Direction of steepest ascent at $(1, 1)$" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "p1 = {'x': 1, 'y': 1}" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAEcAAAAVCAYAAAAU9vPjAAAABHNCSVQICAgIfAhkiAAAAbtJREFU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\nQmCC\n", "text/latex": [ "$$\\left [ 2, \\quad 2\\right ]$$" ], "text/plain": [ "[2, 2]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "delAtP1 = [d.subs(p1) for d in gradient]\n", "delAtP1" ] }, { "attachments": { "gradient.png": { "image/png": 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ "I think this means that if you are standing at $(1, 1, 2)$, you should \"walk\" in the $(2, 2)$ direction in order to reach a higher output value (since this is the fastest way). I don't really understand what this means.\n", "\n", "" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Link to [GeoGebra](https://www.geogebra.org/3d/acaf4ktd)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Directional derivative\n", "\n", "Link [to video](https://www.khanacademy.org/math/multivariable-calculus/multivariable-derivatives/modal/v/directional-derivative)." ] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "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": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }