Use cases

Visualization of car traffic volumes measured from LAM points and real-time tracking of cargo trains using ReactJS.

The main weight is on application of products based on open source code either to solve a real life problem of business and industry or solve problems in hackathon events using artificial intelligence or data analytics, or on other interesting cases.

Using neural network and transferred learning to recognize pneumonia with small training data set.

Easy-to-use image recognition demos that work in a web browser. The open sets are used to teach the neural network developed using Keras (library). The loading of the model and the prediction are established by Tensorflow.js.

Visualization demo application showing how to use deck.gl and react-map-gl to visualize LAM traffic data from liikennevirasto (Finnish Transport Agency) open data API.

Artifial intelligence based traffic congestion recognition. The road weather camera images of Finnish Transport Agency were fetched and the number of objects (cars etc.) was calculated using the neural network. The number of object is visualized as a heat map on Google Maps. 

The neural network is used to teach the self-driving car to drive independently on the video game tracks. 

Neural networks can be used for creative purposes, such as synthesizing images from scratch. We explored generative models as a method of enhansing and drawing realistic human faces. 

Jamk student team proposal to the Future City Challenge (FCC) in Jyväskylä. The aim is to embracing resource wisdom city. 

Clickstream, also known as clickpaths, are the route visitors choose when clicking or navigating through a web site. Using data analytics, we are examining the online shopping clickstream associated with the purchasing of products and sites from which Wikipedia has been accessed.

Purpose of this project was to do market basket analysis/research with common classification method (Apriori algorithm). 

Object recognition using neural network either from the still images or video stream. Testing face recognition is integrated into the object recognition if the object is recognized as a person. Furthermore, the object is integrated into the Nao robot.

Data-analysis and 3D visualization of earthquake data.