José PadarianinTowards Data ScienceExplaining a CNN generated soil map with SHAPUsing SHAP to corroborate that the digital soil mapping CNN is capturing sensible relationships.Apr 7, 20203Apr 7, 20203
José PadarianinTowards Data ScienceGeoVec: word embeddings for geosciencesAnalogies, categorisation, relatedness and spatial interpolation of word embeddings.Aug 20, 2019Aug 20, 2019
José PadarianinTowards Data ScienceDeep learning and Soil Science — Part 3Soil spectroscopy and transfer learning. “Localising” a continental soil spectral model to a national context.Jan 5, 2019Jan 5, 2019
José PadarianinTowards Data ScienceWeekend project: Detecting solar panels from satellite imageryA fully convolutional neural network to detect solar panels using a dataset created from scratch.Oct 15, 201820Oct 15, 201820
José PadarianinTowards Data ScienceDeep learning and Soil Science — Part 2Digital Soil Mapping using contextual spatial information. A multi-task CNN to generate soil maps from point information.Sep 5, 20185Sep 5, 20185
José PadarianinTowards Data ScienceDeep learning and Soil Science - Part 1Soil spectra to predict soil properties. A multitask convolutional neural network to predict multiple soil properties from spectrograms.Jul 24, 20187Jul 24, 20187