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Spatial Data Science and Applications · LearnSpace
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Spatial Data Science and Applications

Курс от Yonsei University
Средний≈ 11.7 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

Spatial (map) is considered as a core infrastructure of modern IT world, which is substantiated by business transactions of major IT companies such as Apple, Google, Microsoft, Amazon, Intel, and Uber, and even motor companies such as Audi, BMW, and Mercedes. Consequently, they are bound to hire more and more spatial data scientists. Based on such business trend, this course is designed to present a firm understanding of spatial data science to the learners, who would have a basic knowledge of data science and data analysis, and eventually to make their expertise differentiated from other nominal data scientists and data analysts. Additionally, this course could make learners realize the value of spatial big data and the power of open source software's to deal with spatial data science problems. This course will start with defining spatial data science and answering why spatial is special from three different perspectives - business, technology, and data in the first week. In the second week, four disciplines related to spatial data science - GIS, DBMS, Data Analytics, and Big Data Systems, and the related open source software's - QGIS, PostgreSQL, PostGIS, R, and Hadoop tools are introduced together. During the third, fourth, and fifth weeks, you will learn the four disciplines one by one from the principle to applications. In the final week, five real world problems and the corresponding solutions are presented with step-by-step procedures in environment of open source software's.

Навыки, которые вы освоите

Spatial Data AnalysisGeographic Information SystemsDatabase Management SystemsApache HadoopNetwork AnalysisSpatial AnalysisGIS SoftwareGeospatial MappingDatabase SystemsData ModelingPostgreSQLGeospatial Information and TechnologyBig Data

Программа курса

6 модулей · 51 учебных материалов

01Understanding Spatial Data Science8 материалов

Introduction to the course

Introduction to the courseВидео

1.1 Introduction to Spatial Data Science

1.1 Introduction to Spatial Data ScienceВидеоYour problem related to spatial data scienceОбсуждение

1.2 Why is Spatial Special? (I) - A Business Perspective

1.2 Why is Spatial Special? (I) - A Business PerspectiveВидео

Учитесь у экспертов

Joon Heo

Professor

Spatial Data Science and Applications
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Обучение на Coursera

≈ 11.7 ч

6 модулей

Язык: Английский

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

Часть программы вашего университета
Your opinion on why spatial is specialОбсуждение

1.3 Why is Spatial Special? (II) - A Technical Perspective

1.3 Why is Spatial Special? (II) - A Technical PerspectiveВидео

1.4 Why is Spatial Special? (III) - A Data Perspective

1.4 Why is Spatial Special? (III) - A Data PerspectiveВидео

Week 1 Test

Understanding Spatial Data ScienceЗадание
02Solution Structures of Spatial Data Science Problems7 материалов

2.1 Four Disciplines for Spatial Data Science and Applications

Four Disciplines for Spatial Data Science and ApplicationsВидео

2.2 Open Source Software's

Open Source Software'sВидеоQGIS vs. ArcGISЧтение

2.3 Spatial Data Science Problems

Spatial Data Science ProblemsВидео

2.4 Spatial Data vs. Spatial Big Data

Spatial Data vs. Spatial Big DataВидеоWhat is spatial Big Data?Чтение

Week 2 Test

Solution Structures of Spatial Data Science ProblemsЗадание
03Geographic Information System (GIS)10 материалов

3.1 Five Layers of GIS

Five Layers of GISВидео

3.2 Spatial Reference Framework

Spatial Reference FrameworkВидеоCoordinate systems of your countryОбсуждение

3.3 Spatial Data Models

Spatial Data ModelsВидео

3.4 Spatial Data Acquisition

Spatial Data AcquisitionВидеоSources of Spatial DataЧтение

3.5 Spatial Data Analysis

Spatial Data AnalysisВидео

3.6 Geo-visualization and Information Delivery

Geo-visualization and Information DeliveryВидеоMaking Sense of MapsЧтение

Week 3 Test

Geographic Information System (GIS)Задание
04Spatial DBMS and Big Data Systems8 материалов

4.1 Database Management System (DBMS)

Database Management System (DBMS)Видео

4.2 Spatial Database Management System (SDBMS)

Spatial Database Management System (SDBMS)Видео

4.3 Big Data System – MapReduce

Big Data System – MapReduceВидеоDBMS vs. MapReduceЧтение

4.4 Big Data System – Hadoop

Big Data System – HadoopВидео

4.5 Hadoop Ecosystem

Hadoop EcosystemВидео

4.6 Spatial Big Data Systems

Spatial Big Data SystemsВидео

Week 4 Test

Spatial DBMS and Big Data SystemsЗадание
05Spatial Data Analytics 10 материалов

5.1 Introduction to Spatial Data Analytics

Spatial Data AnalyticsВидео

5.2 Proximity and Accessibility

Proximity and AccessibilityВидеоStarbucks GISЧтение

5.3 Spatial Autocorrelation

Spatial AutocorrelationВидео

5.4 Spatial Interpolation

Spatial InterpolationВидео

5.5 Spatial Categorization

Spatial CategorizationВидео

5.6 Hotspot Analysis

Hotspot AnalysisВидео

5.7 Network Analysis

Network AnalysisВидеоHappy MapsЧтение

Week 5 Test

Spatial Data AnalyticsЗадание
06Practical Applications of Spatial Data Science8 материалов

6.1 Desktop GIS

Desktop GIS - Finding Optimal Counties for Timber InvestmentВидеоYour critique on the approach in the lectureОбсуждение

6.2 Server GIS

Server GIS - An Integration of Municipal Spatial DatabasesВидео

6.3 Spatial Data Analytics I

Spatial Data Analytics I - Influential Variables of Regional Disease Prevalence RateВидео

6.4 Spatial Data Analytics II

Spatial Data Analytics II - Military Infiltration Route AnalysisВидеоInfiltration route analysis using Thermal Observation DevicesЧтение

6.5 Spatial Big Data Management and Analytics

Spatial Big Data Management and Analytics - Taxi Trajectory Analysis for Finding Pick-up HotspotsВидео

Week 6 Test

Practical Application of Spatial Data ScienceЗадание