Data Science Resources
De Transport
- Free books on data science http://www.learndatasci.com/free-data-science-books
Code
- Data science using Python https://github.com/jakevdp/PythonDataScienceHandbook (see Programming resources for Python and other languages)
- Gallery of Jupyter Notebooks on programming, data science, etc.
- Examples and tutorials (Jupyter notebooks) for the transportation data management course CIV8760 (in French) https://github.com/nsaunier/CIV8760/
Spatial Data
- Introduction to Geospatial Concepts https://datacarpentry.org/organization-geospatial/
- A Gentle Introduction to GIS https://docs.qgis.org/3.10/en/docs/gentle_gis_introduction/
- QGIS how-to: heatmaps, OSM layer
- French books from EPFL: Systèmes d'Information Géographique Partie 1 et Partie 2
- Resources in French, including online courses https://claroline-connect.univ-st-etienne.fr/web/app.php/resource/open/icap_wiki/224152#/
Courses
- MOOC by IVADO on deep learning https://cours.edulib.org/courses/course-v1:IVADO+IA-101+P2018/
