Networks: Friends, Money, and Bytes

Cours
en
Anglais
36 h
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Source
  • Sur www.coursera.org
Conditions
  • À son rythme
  • Accès libre
  • Certificat payant
Plus d'informations
  • 12 séquences
  • Niveau Introductif

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Détails du cours

Déroulé

  • Week 1 - Introduction
    An introduction to what we will explore in this course: 20 practical questions and their answers, about your networked life.
  • Week 1 - What Makes CDMA Work for My Smartphone?
    We study cellular network technology, the air interface between end-user devices and base stations, and an important algorithm which has been developed to manage interference between our devices as they share this medium: Distributed Power Control.
  • Week 2 - How Does Google Sell Ad Spaces?
    How does Google sells the ads that appear on its search results page through auctions? We learn about different types of auction mechanisms, including those for single and multiple items. QUESTION 3: We explore PageRank, the famous algorithm that underlies how...
  • Week 2 - How Does Google Rank Webpages?
    In this lecture, we will explore PageRank, the famous algorithm that underlies how Google orders its list of search results whenever we type in a query.
  • Week 3 - How Does Netflix Recommend Movies?
    As a user of Netflix, you may have had movies recommended for you to watch. Behind the scenes, Netflix is leveraging powerful machine learning to determine which will be recommended to you specifically. In this lecture, we will study some of the fundamental al...
  • Week 3 - When Can I Trust an Average Rating on Amazon?
    The decision of whether or not to make an online purchase is often driven by feedback that has been left by past customers, commonly in the form of star ratings. In this lecture, we will study Amazon's review system. In doing so, we will explore some of the me...
  • Week 4 - Why Does Wikipedia Even Work?
    In this lecture, we focus on the concepts of crowdsourcing and consensus formation, which are two of the mechanisms allowing Wikipedia to be both a scalable and (reasonably) accurate encyclopedia. In particular, we will look at different voting systems, which ...
  • Week 4 - How Do I Viralize a Youtube Video?
    In this lecture, we will study models that have been developed for the popularity of products over time, motivated by the phenomenon of videos going "viral" on YouTube. Overall, the theme will be the dependence of opinions, as opposed to the wisdom of crowds d...
  • Week 5 - How Do I Influence People on Facebook?
    In this lecture, we continue with the theme of information spread in networks, turning to the effect of graph topology. In particular, we will discuss influence models for social networks like Facebook, and how to measure importance.
  • Week 5 - Can I Really Reach Anyone in 6 Steps?
    Six degrees of separation, or the small world phenomenon, has become one of the most widely told stories in popular science. In this lecture, we will study different models to explain both how short paths can exist in realistic networks, and how they can be di...
  • Week 6 - Does the Internet Have an Achilles' Heel?
    At one time, there were rumors that the Internet has an Achilles' Heel, or a few center points which if attacked would completely disconnect the Internet. In this lecture, we debunk this myth, by showing that the fact the Internet is a "scale-free" network doe...
  • Week 6 - Why Do Mobile Carriers Charge Me $10/GB?
    In recent years, mobile carriers have introduced a usage-based component to their data plans, where you are charged proportionally to the amount of data you consume. In this lecture, we will look at the reasons behind the switch to usage-based pricing, in term...
  • Week 7 - How Do I Save on Each GB?
    In the last lecture, we studied flat-rate and usage-based pricing schemes for mobile carriers. What these both fail to model is the time varying aspect of demand: consumption varies throughout the day, leading to peaks and troughs in usage. In this lecture, we...
  • Week 7 - How Does Traffic Go Through the Internet?
    It is hard to overestimate the impact that the Internet has had on society. In this lecture, we will overview the layered architecture on which the Internet was designed, and will dive into the process of determining how packets of information are transported,...
  • Week 8 - Why Doesn't the Internet Collapse Under Congestion?
    When the demand for capacity on the Internet exceeds the available supply on the network links, we have congestion. In this lecture, we will discuss the principles of distributed congestion control, and will detail protocols that have been designed to regulate...
  • Week 8 - How can Skype and BitTorrent be free?
    The amount of content on the Internet continues to grow at a rapid pace. One of the ways that content distribution at such massive scale is made possible is through peer to peer (P2P) protocols. In this lecture, we will study P2P applications like Skype and Bi...
  • Week 9 - What's Inside the Cloud?
    The Cloud is another rapidly growing Internet service, allowing users to rent storage and computation resources inside the network. In this lecture, we will see how the large data centers operated by Cloud providers can be constructed from a multitude of small...
  • Week 9 - Which Way to Watch Video on the Internet?
    We have seen that the Internet provides a "best effort" service. In this lecture, we will look at how it supports video distribution, which often imposes stringent demands on throughput and delay.
  • Week 10 - Why is WiFi Faster at Home Than at Hotspot?
    WiFi hotspots have become an essential feature of our wireless lifestyle. In this lecture, we will study WiFi, and focus specifically on common link layer protocols that are used to manage interference. In doing so, we will see why WiFi does not scale well bey...
  • Week 10 - Why Am I Only Getting 3% of the Cellular Speed?
    Advertised network speeds are typically only those that can be obtained at the physical layer under ideal channel conditions. In this lecture, we will study various factors that impact the actual speeds we obtain at the application layer under realistic channe...
  • Week 11 - Is It Fair that My Neighbor’s iPad Downloads Faster?
    In this final lecture of the course, we will study a subject that we touched upon many times previously and forms an essential part of both social choice theory and technology network design: quantifying fairness of resource allocation.
  • Week 11 - Course Summary
    Here, we will summarize the important points of what we have learned in this course.
  • Week 12 - Guest Lectures
    This contains various guest lectures from renowned members of academia and industry who are experts across the topics covered in this course.

Prérequis

Aucun.

Intervenants

Mung Chiang
Professor
Electrical Engineering

Christopher Brinton
Lecturer
Electrical Engineering

Éditeur

L'université de Princeton aussi appelée Princeton est une université américaine privée située dans la ville de Princeton (New Jersey), aux États-Unis. Fondée en 1746, elle est le quatrième plus ancien établissement d'enseignement supérieur des États-Unis.

Arrivant parmi les premières universités au monde dans la plupart des classements internationaux, elle jouit d'un grand prestige1. Elle est membre de la Ivy League où elle entretient une rivalité historique avec l'université Harvard et l'université Yale2.

Elle a formé 65 prix Nobel, 15 médailles Fields, 21 National Medal of Science, 11 National Humanities Medal, 3 présidents américains et 12 juges à la Cour suprême des États-Unis.

Plateforme

Coursera est une entreprise numérique proposant des formations en ligne ouverte à tous fondée par les professeurs d'informatique Andrew Ng et Daphne Koller de l'université Stanford, située à Mountain View, Californie.

Ce qui la différencie le plus des autres plateformes MOOC, c'est qu'elle travaille qu'avec les meilleures universités et organisations mondiales et diffuse leurs contenus sur le web.

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