![map](images/osm_carroyed_data_w364.png)
Data parsing
Public opendata portals, OpenStreetMap, client data
Should you have your own geodata, or should you get public open data, you may benefit from mixing a various range of data.
Administrative data, socio-economical data, transportation data, and so on...there is no limit!
![map](images/bikes-analysis-lyon-timeseries_w364.png)
Data cleaning
Feature engineering, high-resolution image tiling, timeseries sampling.
Are your input data clean?
Raw data are generally not ready for production purpose, some requalifications are needed to let you exploit their full potential.
![map](images/unet_w364.png)
Data treatments
Supervised and unsupervised machine learning, routing algorithms
Regarding machine learning, you have a lot of labelled data ? You may train a supervised algorithm!
Even without AI, algorithms may be used to compute routes, filter images, analyze timeseries, ...
![map](images/bikes-analysis-cluster-lyon-map_w364.png)
Data visualization
Design web applications or QGIS plugins.
Let us design a web dashboard that fits your need! In case you need to integrate your dataviz into QGIS framework, a lot of possibilities exist too.
In any case, we can imagine solutions that are closed to your database.