Functional Programming in Scala Capstone
École Polytechnique Fédérale de Lausanne via Coursera
Overview
Class Central Tips
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.
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.
Syllabus
- Project overview
- Get an overview of the project and all the information to get started. Transform data provided by weather stations into meaningful information.
- Raw data display
- Transform temperature data into images, using various interpolation techniques.
- Interactive visualization
- Generate images compatible with most Web-based mapping libraries.
- Data manipulation
- Get more meaning from your data: compute temperature deviations compared to normals.
- Value-added information visualization
- Generate images using bilinear interpolation.
- Interactive user interface
- Implement how the user interface will react to users’ actions
Taught by
Dr. Heather Miller
Never Stop Learning!
