In the final capstone project you will apply the skills you learned by building a large data-intensive application using real-world data. You will implement a complete application processing several gigabytes of data. This application will show interactive visualizations of the evolution of temperatures over time all over the world. The development of such an application will involve: — transforming data provided by weather stations into meaningful information like, for instance, the average temperature of each point of the globe over the last ten years ; — then, making images from this information by using spatial and linear interpolation techniques ; — finally, implementing how the user interface will react to users’ actions.
Este curso forma parte de Programa Especializado - Functional Programming in Scala
Functional Programming in Scala Capstone
ofrecido por
Acerca de este Curso
10,415 vistas recientes
Habilidades que obtendrás
Scala ProgrammingParallel ComputingApache SparkFunctional Programming
Programa - Qué aprenderás en este curso
Semana
15 horas para completar
Project overview
Get an overview of the project and all the information to get started. Transform data provided by weather stations into meaningful information.
2 videos (Total 4 minutos), 1 reading, 2 quizzes
1 lectura
Data extraction4h
Semana
25 horas para completar
Raw data display
Transform temperature data into images, using various interpolation techniques.
1 reading
1 lectura
Raw data visualization5h
Semana
35 horas para completar
Interactive visualization
Generate images compatible with most Web-based mapping libraries.
1 reading
1 lectura
Milestone: interactive visualization in a Web app5h
Semana
44 horas para completar
Data manipulation
Get more meaning from your data: compute temperature deviations compared to normals.
1 reading
1 lectura
Data manipulation4h
29%
comenzó una nueva carrera después de completar estos cursos
24%
consiguió un beneficio tangible en su carrera profesional gracias a este curso
Principales revisiones
Good course, some of the assignments could have been more explicit with expectations in cases where specific implementation details matter but the forums were helpful in that regard anyways.
It's very well put together. It just requires a great deal of time dedication specially because blocks of time should be meaningul to not lose the context present in one's mind.
Instructor
Dr. Julien Richard-Foy
Computer ScientistScala Center
Acerca de École Polytechnique Fédérale de Lausanne
Acerca del programa especializado Functional Programming in Scala
Discover how to write elegant code that works the first time it is run.
This Specialization provides a hands-on introduction to functional programming using the widespread programming language, Scala. It begins from the basic building blocks of the functional paradigm, first showing how to use these blocks to solve small problems, before building up to combining these concepts to architect larger functional programs. You'll see how the functional paradigm facilitates parallel and distributed programming, and through a series of hands on examples and programming assignments, you'll learn how to analyze data sets small to large; from parallel programming on multicore architectures, to distributed programming on a cluster using Apache Spark. A final capstone project will allow you to apply the skills you learned by building a large data-intensive application using real-world data.
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