К содержимому
learnspaceYOUR NEXT CHAPTER
ПРОСТРАНСТВО ОБУЧЕНИЯ
ГлавнаяКаталог курсовМоё обучениеCoursera

Знания без границ

Учитесь у лучших университетов и компаний мира.

Открыть Coursera
Интеграция
Пространство университета
Моё пространствоСтраница курса
↵
ЯЛичный кабинетСтудент
© 2026 LearnSpaceКаждый день — возможность узнать больше.Помощь
Graph Analytics for Big Data · LearnSpace
Назад в каталог
courseraАнализ данных

Graph Analytics for Big Data

Курс от University of California San Diego
Уровень не указан≈ 11.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Want to understand your data network structure and how it changes under different conditions? Curious to know how to identify closely interacting clusters within a graph? Have you heard of the fast-growing area of graph analytics and want to learn more? This course gives you a broad overview of the field of graph analytics so you can learn new ways to model, store, retrieve and analyze graph-structured data. After completing this course, you will be able to model a problem into a graph database and perform analytical tasks over the graph in a scalable manner. Better yet, you will be able to apply these techniques to understand the significance of your data sets for your own projects.

Навыки, которые вы освоите

Graph TheoryNetwork AnalysisQuery LanguagesData ManagementNetwork ModelApache SparkAnalyticsGraphingDistributed ComputingScalabilityData StoreAlgorithmsComputing PlatformsBig DataDatabase Design

Программа курса

5 модулей · 76 учебных материалов

01Welcome to Graph Analytics2 материалов

Instructor Welcome

Welcome to Graph Analytics for Big DataВидеоDownloading Hands-On MaterialsЧтение
02Introduction to Graphs14 материалов

Lesson 1: What is a Graph?

What to learn in this moduleЧтение

Учитесь у экспертов

Amarnath Gupta

Director, Advanced Query Processing Lab

Graph Analytics for Big Data
В каталоге вашей программы

Инвестируйте в себя

Новые знания — в удобное для вас время.

Начать на Coursera

Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 11.9 ч

5 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Ория, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
What is a Graph?Видео
Why Graphs?Видео
Let's Discuss: What else do you interact with that can be represented as a graph?Обсуждение

Big Data Graphs in the Real World

Why Graphs? Example 1: Social NetworkingВидеоWhy Graphs? Example 2: Biological NetworksВидеоWhy Graphs? Example 3: Human Information Network AnalyticsВидеоWhy Graphs? Example 4: Smart CitiesВидеоThe Purpose of AnalyticsВидеоWhat are the impact of Big Data's V's on Graphs?Видео

Check Your Knowledge - Introduction to Graphs

Introduction to GraphsЗаданиеGraphs in Everyday LifeВзаимная проверкаOptional: What's the most interesting graph you reviewed?ОбсуждениеDownload Slides for this ModuleЧтение
03Graph Analytics24 материалов

Big Data and Graph Analytics

What to learn in this moduleЧтениеFocusing On Graph Analytics TechniquesВидеоIf this module takes a little longer... that's OK!ЧтениеDownload All Slides for Module 3Чтение

Path Analytics

Path AnalyticsВидеоThe Basic Path Analytics Question: What is the Best Path?ВидеоApplying Dijkstra's AlgorithmВидеоInclusion and Exclusion ConstraintsВидеоLet's Discuss: Where do you see path problems in your life?Обсуждение

Check Your Knowledge - Path Analytics

Graph Analytics ApplicationsЗадание

Connectivity Analytics

Connectivity AnalyticsВидеоDisconnecting a GraphВидеоConnectedness: Indegree and OutdegreeВидео

Community Analytics

Community Analytics and Local PropertiesВидеоLet's Discuss: What kind of community analytics question would you like to ask?ОбсуждениеGlobal Property: ModularityВидео

Centrality Analytics

Centrality AnalyticsВидео

Check Your Knowledge - Connectivity, Community, and Centrality Analytics

Connectivity, Community, and Centrality AnalyticsЗадание

Graph Analytics Optional Lectures

Optional Lecture 1: Bi-directional Dijkstra AlgorithmВидеоOptional Lecture 2: Goal-directed Dijkstra AlgorithmВидеоOptional Lecture 3: Power Law GraphsВидеоOptional Lecture 4: Measuring Graph EvolutionВидеоOptional Lecture 5: Eigenvector CentralityВидеоOptional Lecture 6: Key Player ProblemsВидео
04Graph Analytics Techniques18 материалов

Graph Analytics With Neo4j

Downloading and Installing Docker DesktopЧтениеRunning Neo4j containerЧтениеRunning Neo4j containerВидеоHands-On: Getting Started With Neo4j ЧтениеHands-On: Getting Started With Neo4jВидеоHands-On: Modifying a Graph With Neo4jЧтениеHands-On: Modifying a Graph With Neo4jВидеоHands-On: Importing Data Into Neo4jЧтениеHands-On: Importing Data Into Neo4jВидео

Basic Querying, Path Analysis and Centrality Analysis

Hands-On: Basic Queries in Neo4jЧтениеHands-On: Basic Queries in Neo4jВидеоHands-On: Path Analytics in Neo4j With CypherЧтениеHands-On: Path Analytics in Neo4j Using CypherВидеоHands-On: Connectivity Analytics in Neo4j with CypherЧтениеHands-On: Connectivity Analytics in Neo4j With CypherВидео

Check Your Knowledge

Quiz: Graph Analytics With Neo4jЗаданиеAssignment: Practicing Graph Analytics in Neo4j With CypherЧтениеAssessment Questions on 'Practicing Graph Analytics in Neo4j With Cypher'Задание
05Computing Platforms for Graph Analytics18 материалов

Programming Model for Graphs

Introduction: Large Scale Graph ProcessingВидеоA Parallel Programming Model for GraphsВидеоPregel: The System That Changed Graph ProcessingВидео

Giraph and GraphX - Programming Model Details

Giraph and GraphXВидеоBeyond Single Vertex ComputationВидео

Examples of Analytics (Using GraphX)

Introduction to GraphX: Hands-On DemonstrationsВидеоDatasets and Libraries for Example of Analytics Hands OnЧтениеHands On: Building a GraphВидеоHands On: Building a Graph ЧтениеHands On: Building a Degree HistogramВидеоHands On: Building a Degree HistogramЧтениеHands On: Plot the Degree HistogramВидеоHands On: Plot the Degree HistogramЧтениеHands On: Network Connectedness and Clustering ComponentsВидеоHands On: Network Connectedness and Clustering Components ЧтениеHands On: Joining Graph DatasetsВидеоHands On: Joining Graph DatasetsЧтение

Check Your Knowledge

Using GraphXЗадание