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@machinelearning147
Created August 17, 2021 15:02
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Compute Natural Logorithm.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Compute Natural Logorithm.ipynb",
"provenance": [],
"collapsed_sections": [],
"authorship_tag": "ABX9TyMTIPvu4WAlJZvC5jVShv3s",
"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/machinelearning147/1b5809514e449f9ef3e079c84673bf71/compute-natuuur-logorithm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "tpzzugTKim1B"
},
"source": [
"![image.png](data:image/png;base64,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)"
]
},
{
"cell_type": "code",
"metadata": {
"id": "624I-OXdjmDm"
},
"source": [
"def compute_nat_log(x):\n",
" return np.log(1/(1-x))"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "J1zRa4eBl_hS"
},
"source": [
"Visual Understanding "
]
},
{
"cell_type": "code",
"metadata": {
"id": "F8h0PVCpkfLd"
},
"source": [
"x = np.arange(-10,1, 0.1)\n",
"y = compute_nat_log(x) #np.log(1/(1-x))"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "LN3RxIR6k3lf"
},
"source": [
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 282
},
"id": "eeVafpcDk-CI",
"outputId": "d759a4bc-aa7d-4606-ee41-ed7c454433a6"
},
"source": [
"plt.plot(x,y)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f00e2ffee50>]"
]
},
"metadata": {
"tags": []
},
"execution_count": 27
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2VjXUNiWmEsH"
},
"source": [
"Code here to run in loop:"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lJPO-M0olAXA",
"outputId": "7a936c6e-baf6-4b72-e938-83d0565e9ff2"
},
"source": [
"while True:\n",
" # Pass 1 to break\n",
" x= int(input())\n",
" y = compute_nat_log(x)\n",
" if np.isnan(y):\n",
" print(\"Illigal input value entered\")\n",
" break\n",
" print(x,y)\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"0\n",
"0 0.0\n",
"-9\n",
"-9 -2.3025850929940455\n",
"2\n",
"Illigal input value entered\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:2: RuntimeWarning: invalid value encountered in log\n",
" \n"
],
"name": "stderr"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7g_PQ5DwnKh7"
},
"source": [
""
],
"execution_count": null,
"outputs": []
}
]
}
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