{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# How the class works!\n", "\n", "## Overview\n", "\n", "Welcome to the _Social graphs and interactions_ course. This class probably works a little differently from other classes you've taken. To avoid any confusion, I've created this notebook to explain how everything works.\n", "\n", "Each week of this class is an IPython notebook like this one. **_In order to successfully follow the class, you simply start reading from the top_**, following the instructions. As you read, you will encounter three things that should cause you to take break from reading or sometimes leave the page for a little bit:\n", "\n", "* Instructions to go **check out a video lecture**.\n", "* Instructions to **read something** (I don't use a single textbook, so will make sure to link to the relevant text).\n", "* Instructions to **solve a few exercises**. Ideally you should solve the exercises on your own, but work on and discuss the problems as part of a 3 person group. Exercises should be carried out within an IPython notebook (explained below). The exercises are the most important part of the class. It is through the exercises that you will learn the course material, and because the exercises lay the foundations for the two mandatory course assignment (due after week 4 and week 8). " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "> **_Video lecture_**: Start by watching the \"[How we do things](https://www.youtube.com/watch?v=NHr6Jzy9q_A)\" video below. The video explains the pedagogical aspects of how the class works. \n", "> " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "image/jpeg": "/9j/4AAQSkZJRgABAQAAAQABAAD/2wCEAAUDBAgICAgICAgICAgICAgICAgICAgICAgICAgICAgI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\nERAREQEREBERAREQEREBERAREQEREBERA//Z\n", "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import YouTubeVideo\n", "YouTubeVideo(\"NHr6Jzy9q_A\",width=800, height=450)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.13" } }, "nbformat": 4, "nbformat_minor": 1 }