Functional Programming in Scala Capstone

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Functional Programming in Scala Capstone

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Beschreibung

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About this course: 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, impl…

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When you enroll for courses through Coursera you get to choose for a paid plan or for a free plan

  • Free plan: No certicification and/or audit only. You will have access to all course materials except graded items.
  • Paid plan: Commit to earning a Certificate—it's a trusted, shareable way to showcase your new skills.

About this course: 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.

Created by:  École Polytechnique Fédérale de Lausanne
  • Taught by:  Dr. Julien Richard-Foy, Computer Scientist

    Scala Center
Basic Info Course 5 of 5 in the Functional Programming in Scala Specialization Commitment 6 weeks, 4-5 hours/week Language English How To Pass Pass all graded assignments to complete the course. User Ratings 4.4 stars Average User Rating 4.4See what learners said Coursework

Each course is like an interactive textbook, featuring pre-recorded videos, quizzes and projects.

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École Polytechnique Fédérale de Lausanne

Syllabus


WEEK 1


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, 1 reading expand


  1. Video: Project overview
  2. Ungraded Programming: Scaffolding material
  3. Video: Project setup
  4. Reading: Data extraction

Graded: Scaffolding material

WEEK 2


Raw data display
Transform temperature data into images, using various interpolation techniques.


1 reading expand


  1. Reading: Raw data visualization


WEEK 3


Interactive visualization
Generate images compatible with most Web-based mapping libraries.


1 reading expand


  1. Reading: Milestone: interactive visualization in a Web app


WEEK 4


Data manipulation
Get more meaning from your data: compute temperature deviations compared to normals.


1 reading expand


  1. Reading: Data manipulation


WEEK 5


Value-added information visualization
Generate images using bilinear interpolation.


1 reading expand


  1. Reading: Value-added information visualization


WEEK 6


Interactive user interface
Implement how the user interface will react to users’ actions


1 reading expand


  1. Reading: Interactive user interface

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