Data Manipulation at Scale: Systems and Algorithms

Data Manipulation at Scale: Systems and Algorithms

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en
Английский
24 h
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Source
  • From www.coursera.org
Conditions
  • Self-paced
  • Free Access
  • Fee-based Certificate
More info
  • 4 Sequences
  • Introductive Level

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Course details

Syllabus

  • Week 1 - Data Science Context and Concepts
    Understand the terminology and recurring principles associated with data science, and understand the structure of data science projects and emerging methodologies to approach them. Why does this emerging field exist? How does it relate to other fields? Ho...
  • Week 2 - Relational Databases and the Relational Algebra
    Relational Databases are the workhouse of large-scale data management. Although originally motivated by problems in enterprise operations, they have proven remarkably capable for analytics as well. But most importantly, the principles underlying relational d...
  • Week 3 - MapReduce and Parallel Dataflow Programming
    The MapReduce programming model (as distinct from its implementations) was proposed as a simplifying abstraction for parallel manipulation of massive datasets, and remains an important concept to know when using and evaluating modern big data platforms.
  • Week 4 - NoSQL: Systems and Concepts
    NoSQL systems are purely about scale rather than analytics, and are arguably less relevant for the practicing data scientist. However, they occupy an important place in many practical big data platform architectures, and data scientists need to understand the...
  • Week 4 - Graph Analytics
    Graph-structured data are increasingly common in data science contexts due to their ubiquity in modeling the communication between entities: people (social networks), computers (Internet communication), cities and countries (transportation networks), or corpor...

Prerequisite

None.

Instructors

Bill Howe
Director of Research
Scalable Data Analytics

Editor

L'Université de Washington est une université publique de recherche à Seattle , Washington. Fondée le 4 novembre 1861 sous le nom de Territorial University, Washington est l'une des plus anciennes universités de la côte ouest, il a été établi à Seattle environ une décennie après la fondation de la ville.

L'université possède un campus principal de 703 acres situé dans le quartier universitaire de la ville , ainsi que des campus à Tacoma et Bothell. Dans l'ensemble, UW comprend plus de 500 bâtiments et plus de 20 millions de pieds carrés bruts d'espace, y compris l'un des plus grands systèmes de bibliothèques au monde avec plus de 26 bibliothèques universitaires, centres d'art, musées, laboratoires, amphithéâtres et stades.

Washington est l'institution phare des six universités publiques de l'État de Washington. Il est connu pour sa recherche médicale, technique et scientifique.

Platform

Coursera - это цифровая компания, предлагающая массовые открытые онлайн-курсы, основанные учителями компьютеров Эндрю Нгом и Стэнфордским университетом Дафни Коллер, расположенные в Маунтин-Вью, штат Калифорния.

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