Jakub Nowosad<p>🚨 Final part of our Spatial ML with R series ! 🚨</p><p>We explore spatial cross-validation with sperrorest & blockCV — tools outside the usual ML frameworks 📦<br /> <br />URL: <a href="https://geocompx.org/post/2025/sml-bp6/" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="">geocompx.org/post/2025/sml-bp6/</span><span class="invisible"></span></a> </p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="tag">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/SpatialML" class="mention hashtag" rel="tag">#<span>SpatialML</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="tag">#<span>rspatial</span></a></p>
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#spatialml
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Jakub Nowosad<p>🚀 New blog post! Part 5 of our series on spatial ML with <a href="https://fosstodon.org/tags/RStats" class="mention hashtag" rel="tag">#<span>RStats</span></a> explores specialized packages: RandomForestsGLS, spatialRF, and meteo -- tools beyond caret, tidymodels, & mlr3.</p><p>URL: <a href="https://geocompx.org/post/2025/sml-bp5/" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="">geocompx.org/post/2025/sml-bp5/</span><span class="invisible"></span></a></p><p><a href="https://fosstodon.org/tags/SpatialML" class="mention hashtag" rel="tag">#<span>SpatialML</span></a> <a href="https://fosstodon.org/tags/RSpatial" class="mention hashtag" rel="tag">#<span>RSpatial</span></a> <a href="https://fosstodon.org/tags/MachineLearning" class="mention hashtag" rel="tag">#<span>MachineLearning</span></a></p>
Jakub Nowosad<p>New blog post by Jan Linnenbrink: Spatial machine learning with caret 📍</p><p>Using `caret` to predict air temperature in Spain with spatial data, addressing autocorrelation and extrapolation with `blockCV` and `CAST`.</p><p>Read here: <a href="https://geocompx.org/post/2025/sml-bp2/" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="">geocompx.org/post/2025/sml-bp2/</span><span class="invisible"></span></a> </p><p><a href="https://fosstodon.org/tags/rstats" class="mention hashtag" rel="tag">#<span>rstats</span></a> <a href="https://fosstodon.org/tags/SpatialML" class="mention hashtag" rel="tag">#<span>SpatialML</span></a> <a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="tag">#<span>rspatial</span></a></p>
Jakub Nowosad<p>It’s been 8 months since I started my MSCA-PF fellowship 🇩🇪 </p><p>Read the latest blog post for updates on research, collaborations, and life in Münster.</p><p>URL: <a href="https://jakubnowosad.com/posts/2025-04-13-msca-bp2" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="ellipsis">jakubnowosad.com/posts/2025-04</span><span class="invisible">-13-msca-bp2</span></a> </p><p><a href="https://fosstodon.org/tags/MSCA" class="mention hashtag" rel="tag">#<span>MSCA</span></a> <a href="https://fosstodon.org/tags/SpatialML" class="mention hashtag" rel="tag">#<span>SpatialML</span></a> <a href="https://fosstodon.org/tags/SpatialPatterns" class="mention hashtag" rel="tag">#<span>SpatialPatterns</span></a> <a href="https://fosstodon.org/tags/GISchat" class="mention hashtag" rel="tag">#<span>GISchat</span></a></p>
Jakub Nowosad<p>🚀 Last week, we hosted "Advances in Spatial Machine Learning 2025", a two-day workshop tackling open challenges in the field. </p><p>From validation to uncertainty analysis, we explored key topics with top researchers. </p><p>Now, we're working on synthesizing outcomes—stay tuned! </p><p><a href="https://fosstodon.org/tags/SpatialML" class="mention hashtag" rel="tag">#<span>SpatialML</span></a> <a href="https://fosstodon.org/tags/MachineLearning" class="mention hashtag" rel="tag">#<span>MachineLearning</span></a> <a href="https://fosstodon.org/tags/Geospatial" class="mention hashtag" rel="tag">#<span>Geospatial</span></a> <a href="https://fosstodon.org/tags/DataScience" class="mention hashtag" rel="tag">#<span>DataScience</span></a> <a href="https://fosstodon.org/tags/DeepLearning" class="mention hashtag" rel="tag">#<span>DeepLearning</span></a> <a href="https://fosstodon.org/tags/GISchat" class="mention hashtag" rel="tag">#<span>GISchat</span></a></p>
Jakub Nowosad<p>Want to showcase your work on <a href="https://fosstodon.org/tags/MachineLearning" class="mention hashtag" rel="tag">#<span>MachineLearning</span></a> in <a href="https://fosstodon.org/tags/Geography" class="mention hashtag" rel="tag">#<span>Geography</span></a>? 🌍 </p><p>Submit to Erdkunde's Special Issue: Machine Learning in Geography – Challenges & Perspectives.</p><p>🔗 More info: <a href="https://buff.ly/3VLlPGq" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="">buff.ly/3VLlPGq</span><span class="invisible"></span></a> </p><p><a href="https://fosstodon.org/tags/ml" class="mention hashtag" rel="tag">#<span>ml</span></a> <a href="https://fosstodon.org/tags/spatialml" class="mention hashtag" rel="tag">#<span>spatialml</span></a> <a href="https://fosstodon.org/tags/gischat" class="mention hashtag" rel="tag">#<span>gischat</span></a></p>
Jakub Nowosad<p>🛰️ A new paper "scikit-eo: A Python package for Remote Sensing Data Analysis" on a tool for <a href="https://fosstodon.org/tags/LULC" class="mention hashtag" rel="tag">#<span>LULC</span></a> analysis with various machine learning and neural networks algorithms.🛰️ </p><p>Article: <a href="https://doi.org/10.21105/joss.06692" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="">doi.org/10.21105/joss.06692</span><span class="invisible"></span></a> <br />Software: <a href="https://yotarazona.github.io/scikit-eo/" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="">yotarazona.github.io/scikit-eo/</span><span class="invisible"></span></a> </p><p><a href="https://fosstodon.org/tags/geopython" class="mention hashtag" rel="tag">#<span>geopython</span></a> <a href="https://fosstodon.org/tags/remotesensing" class="mention hashtag" rel="tag">#<span>remotesensing</span></a> <a href="https://fosstodon.org/tags/landcover" class="mention hashtag" rel="tag">#<span>landcover</span></a> <a href="https://fosstodon.org/tags/spatialml" class="mention hashtag" rel="tag">#<span>spatialml</span></a></p>
Jakub Nowosad<p>My <a href="https://fosstodon.org/tags/ECEM23" class="mention hashtag" rel="tag">#<span>ECEM23</span></a> talk is today (Sep 5th) at 11:30 AM in Hall 1 B.</p><p>"Exploring spatial autocorrelation and variable importance in machine learning models using<br />patternograms"</p><p><a href="https://fosstodon.org/tags/rspatial" class="mention hashtag" rel="tag">#<span>rspatial</span></a> <a href="https://fosstodon.org/tags/spatialml" class="mention hashtag" rel="tag">#<span>spatialml</span></a> <a href="https://fosstodon.org/tags/spatialautocorrelation" class="mention hashtag" rel="tag">#<span>spatialautocorrelation</span></a></p>
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