{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Ceci est mon journal de bord\n", "\n", "## Module 2\n", "\n", "### 1. Une liste de choses _utiles_ pour Python:\n", "\n", "- Oublier pas de spécifier : `%matplotlib inline` avant de `import matplotlib.pyplot as plt`\n", "- pour plotter une grille utiliser : `plt.grid(True)`\n", "\n", "Un example:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "N=100\n", "list = np.random.uniform(size=N, low=0, high=1)\n", "plt.plot(list)\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 2. La régression logistique\n", "Lorsque l’on dispose de données évènementielles (binaires) et que l’on souhaite estimer\n", "l’influence d’un paramètre sur la probabilité d’occurrence de l’évènement (maladie, défaillance. . .), le modèle\n", "le plus naturel et le plus simple est celui de la régression logistique.\n", "\n", "- ça pourrait être utiliser pour les donner de calbindin (marquage: 0/1; position: numèrique)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.4" } }, "nbformat": 4, "nbformat_minor": 4 }