José Padarian – Medium

José Padarian
in
Towards Data Science

Explaining a CNN generated soil map with SHAP

Using SHAP to corroborate that the digital soil mapping CNN is capturing sensible relationships.

7 min readApr 7, 2020

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Explaining a CNN generated soil map with SHAP

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José Padarian
in
Towards Data Science

GeoVec: word embeddings for geosciences

Analogies, categorisation, relatedness and spatial interpolation of word embeddings.

8 min readAug 20, 2019

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GeoVec: word embeddings for geosciences

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José Padarian
in
Towards Data Science

Deep learning and Soil Science — Part 3

Soil spectroscopy and transfer learning. “Localising” a continental soil spectral model to a national context.

6 min readJan 5, 2019

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Deep learning and Soil Science — Part 3

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José Padarian
in
Towards Data Science

Weekend project: Detecting solar panels from satellite imagery

A fully convolutional neural network to detect solar panels using a dataset created from scratch.

5 min readOct 15, 2018

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Weekend project: Detecting solar panels from satellite imagery

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20

José Padarian
in
Towards Data Science

Deep learning and Soil Science — Part 2

Digital Soil Mapping using contextual spatial information. A multi-task CNN to generate soil maps from point information.

9 min readSep 5, 2018

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Deep learning and Soil Science — Part 2

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José Padarian
in
Towards Data Science

Deep learning and Soil Science - Part 1

Soil spectra to predict soil properties. A multitask convolutional neural network to predict multiple soil properties from spectrograms.

7 min readJul 24, 2018

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Deep learning and Soil Science - Part 1

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José Padarian

José Padarian

Research Fellow at The University of Sydney. Trying to use Machine Learning for everything related to Geo Sciences… It mostly works :)

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