Europe Says<p><a href="https://www.europesays.com/2228357/" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="">europesays.com/2228357/</span><span class="invisible"></span></a> Optimizing machine learning for network inference through comparative analysis of model performance in synthetic and real-world networks <a href="https://pubeurope.com/tags/Clustering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Clustering</span></a> <a href="https://pubeurope.com/tags/ComputationalBiologyAndBioinformatics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalBiologyAndBioinformatics</span></a> <a href="https://pubeurope.com/tags/ComputationalComplexity" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ComputationalComplexity</span></a> <a href="https://pubeurope.com/tags/Data" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Data</span></a> <a href="https://pubeurope.com/tags/engineering" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>engineering</span></a> <a href="https://pubeurope.com/tags/HumanitiesAndSocialSciences" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>HumanitiesAndSocialSciences</span></a> <a href="https://pubeurope.com/tags/LogisticRegression" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LogisticRegression</span></a> <a href="https://pubeurope.com/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://pubeurope.com/tags/ModelSelection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ModelSelection</span></a> <a href="https://pubeurope.com/tags/Modularity" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Modularity</span></a> <a href="https://pubeurope.com/tags/multidisciplinary" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>multidisciplinary</span></a> <a href="https://pubeurope.com/tags/NetworkInference" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NetworkInference</span></a> <a href="https://pubeurope.com/tags/NetworkScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>NetworkScience</span></a> <a href="https://pubeurope.com/tags/RandomForest" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RandomForest</span></a> <a href="https://pubeurope.com/tags/ScaleFreeNetworks" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ScaleFreeNetworks</span></a> <a href="https://pubeurope.com/tags/science" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>science</span></a></p>
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💧🌏 Greg Cocks<p>Assessment Of Snow Cover Dynamics And The Effects Of Environmental Drivers In High Mountain Ecosystems<br>--<br><a href="https://doi.org/10.1016/j.eiar.2025.107969" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">doi.org/10.1016/j.eiar.2025.10</span><span class="invisible">7969</span></a> <-- shared paper<br>--<br><a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GIS</span></a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatial</span></a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mapping</span></a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>remotesensing</span></a> <a href="https://techhub.social/tags/earthobservation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>earthobservation</span></a> <a href="https://techhub.social/tags/snow" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>snow</span></a> <a href="https://techhub.social/tags/ice" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ice</span></a> <a href="https://techhub.social/tags/snowcover" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>snowcover</span></a> <a href="https://techhub.social/tags/dynamics" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>dynamics</span></a> <a href="https://techhub.social/tags/climatechange" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>climatechange</span></a> <a href="https://techhub.social/tags/mountains" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mountains</span></a> <a href="https://techhub.social/tags/ecosystems" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ecosystems</span></a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatialanalysis</span></a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatiotemporal</span></a> <a href="https://techhub.social/tags/MODIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MODIS</span></a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>model</span></a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>modeling</span></a> <a href="https://techhub.social/tags/extremeweather" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>extremeweather</span></a> <a href="https://techhub.social/tags/water" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>water</span></a> <a href="https://techhub.social/tags/hydrology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>hydrology</span></a> <a href="https://techhub.social/tags/climate" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>climate</span></a> <a href="https://techhub.social/tags/zones" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>zones</span></a> <a href="https://techhub.social/tags/trendanalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>trendanalysis</span></a> <a href="https://techhub.social/tags/linearregression" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>linearregression</span></a> <a href="https://techhub.social/tags/RandomForest" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RandomForest</span></a> <a href="https://techhub.social/tags/cryosphere" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>cryosphere</span></a></p>
💧🌏 Greg Cocks<p>Avalanche Debris Detection From Sentinel-2 Data Using Fuzzy Machine Learning And Colour Spaces For The Indian Himalaya<br>--<br><a href="https://doi.org/10.1080/2150704X.2025.2488532" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">doi.org/10.1080/2150704X.2025.</span><span class="invisible">2488532</span></a> <-- shared paper<br>--<br><a href="https://techhub.social/tags/GIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GIS</span></a> <a href="https://techhub.social/tags/spatial" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatial</span></a> <a href="https://techhub.social/tags/mapping" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>mapping</span></a> <a href="https://techhub.social/tags/snowavalanches" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>snowavalanches</span></a> <a href="https://techhub.social/tags/snow" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>snow</span></a> <a href="https://techhub.social/tags/avalanches" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>avalanches</span></a> <a href="https://techhub.social/tags/machinelearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>machinelearning</span></a> <a href="https://techhub.social/tags/fuzzyclassification" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>fuzzyclassification</span></a> <a href="https://techhub.social/tags/SVM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SVM</span></a> <a href="https://techhub.social/tags/AI" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>AI</span></a> <a href="https://techhub.social/tags/randomforest" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>randomforest</span></a> <a href="https://techhub.social/tags/model" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>model</span></a> <a href="https://techhub.social/tags/modeling" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>modeling</span></a> <a href="https://techhub.social/tags/forecasting" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>forecasting</span></a> <a href="https://techhub.social/tags/risk" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>risk</span></a> <a href="https://techhub.social/tags/hazard" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>hazard</span></a> <a href="https://techhub.social/tags/massmovement" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>massmovement</span></a> <a href="https://techhub.social/tags/engineeringgeology" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>engineeringgeology</span></a> <a href="https://techhub.social/tags/remotesensing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>remotesensing</span></a> <a href="https://techhub.social/tags/earthobservation" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>earthobservation</span></a> <a href="https://techhub.social/tags/imagery" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>imagery</span></a> <a href="https://techhub.social/tags/spatialanalysis" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatialanalysis</span></a> <a href="https://techhub.social/tags/spatiotemporal" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>spatiotemporal</span></a> <a href="https://techhub.social/tags/change" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>change</span></a> <a href="https://techhub.social/tags/debris" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>debris</span></a> <a href="https://techhub.social/tags/detection" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>detection</span></a> <a href="https://techhub.social/tags/satellite" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>satellite</span></a> <a href="https://techhub.social/tags/sentinel" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>sentinel</span></a> <a href="https://techhub.social/tags/Himalaya" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Himalaya</span></a> <a href="https://techhub.social/tags/Himalayas" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Himalayas</span></a> <a href="https://techhub.social/tags/performance" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>performance</span></a></p>
Fiona Gregory<p>This series of videos on machine learning algorithms (Lab a through Lab d, so far) by Courage Kamusoku are the best explanations I've seen yet. How the models actually work, their strengths and weaknesses, and what you are actually solving for when you tune the hyperparameters. <a href="https://www.youtube.com/@couragekamusoko5689/videos" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://www.</span><span class="ellipsis">youtube.com/@couragekamusoko56</span><span class="invisible">89/videos</span></a><br><a href="https://mapstodon.space/tags/SVM" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>SVM</span></a> <a href="https://mapstodon.space/tags/KNN" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>KNN</span></a> <a href="https://mapstodon.space/tags/DecisionTree" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DecisionTree</span></a> <a href="https://mapstodon.space/tags/RandomForest" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>RandomForest</span></a></p>
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