Oslandia Data
About
A demo Oslandia Website about data analysis, data science and machine learning mostly for Geographic Information System (GIS) applications.
Official Website
Open Data Bikes Analysis
Analyze bikes sharing station data from some French cities
on http://data.oslandia.io/bikes.
- Keywords: timeseries analysis, clustering, unsupervised and supervized machine learning algorithms, visualization
- Source code on Github
Take a look to some related blog articles and Github project:
Deep Learning for Street Scenes
A project which deals with automatic detection of street-scene objects and image semantic segmentation.
- Keywords: images, deep learning, TensorFlow, Keras
- Source code on Github
OpenStreetMap data quality analysis
This project deals with OpenStreetMap data, one of the most (if not the most) remarkable open geospatial data set. Our goal was to provide an insight about data quality by focusing on the contributions history.
- Keywords: OpenStreetMap, open geostatial data, data analysis, unsupervised learning
- Source code on Github
Please find the set of articles about this topic our Oslandia blog:
- Introduction to OSM data analysis
- Data quality
- How to parse OSM data
- OSM tag set exploration
- OSM metadata description
- Normalize OSM metadata
- Classify OSM contributors with machine learning
- Produce maps with the clustered OSM data
