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.
This course is part of the Functional Programming in Scala Specialization
Functional Programming in Scala Capstone
Offered By
About this Course
4.4
355 ratings
Skills you will gain
Scala ProgrammingParallel ComputingApache SparkFunctional Programming
Syllabus - What you will learn from this course
Week
1Project 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 min), 1 reading, 2 quizzes
1 reading
Data extractionm
Week
2Raw data display
Transform temperature data into images, using various interpolation techniques.
1 reading
1 reading
Raw data visualizationm
Week
3Interactive visualization
Generate images compatible with most Web-based mapping libraries.
1 reading
1 reading
Milestone: interactive visualization in a Web appm
Week
4Data manipulation
Get more meaning from your data: compute temperature deviations compared to normals.
1 reading
1 reading
Data manipulationm
4.4
66 Reviews25%
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Top Reviews
By KB•Jun 14th 2017
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.
By WH•Sep 23rd 2017
Outstanding set of courses.\n\nJust to counter comments about grader stability and lack of grader feedback - I never encountered this in any of the 5 courses.
Instructor
Dr. Julien Richard-Foy
Computer ScientistScala Center
About École Polytechnique Fédérale de Lausanne
About the Functional Programming in Scala Specialization
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.
Frequently Asked Questions
When will I have access to the lectures and assignments?
Once you enroll for a Certificate, you’ll have access to all videos, quizzes, and programming assignments (if applicable). Peer review assignments can only be submitted and reviewed once your session has begun. If you choose to explore the course without purchasing, you may not be able to access certain assignments.
What will I get if I subscribe to this Specialization?
When you enroll in the course, you get access to all of the courses in the Specialization, and you earn a certificate when you complete the work. Your electronic Certificate will be added to your Accomplishments page - from there, you can print your Certificate or add it to your LinkedIn profile. If you only want to read and view the course content, you can audit the course for free.
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Is financial aid available?
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