earthpulse / eotdl

Earth Observation Training Datasets
https://eotdl.com
MIT License
17 stars 6 forks source link

Feature engineering #84

Closed juansensio closed 5 months ago

juansensio commented 1 year ago

Feature stores

Here is the link to the UDP example: https://github.com/Open-EO/openeo-community-examples/blob/main/python/Sentinel1_Stats/Sentinel1_Stats.ipynb

UDP is a nice way of encapsulating / encoding ML feature engineering recipes, to use during model training in EOTDL and then for inference in a different environment.

EDC and EOxHub, SentinelHub as well as CDSE support openEO API and process graphs (yet not all openEO processes…).

We should evaluate if we can use this to store, exchange and reuse feature engineering workflows in EOTDL.

earthpulse commented 5 months ago

duplicate