#randomforest — Public Fediverse posts

https://www.europesays.com/africa/217507/ Clustering and machine learning techniques identify air pollution regimes in Greater Cairo #AirPollution #ClimateSciences #DecisionTrees #Egypt #EnvironmentalSciences #EnvironmentalSocialSciences #GreaterCairo #HumanitiesAndSocialSciences #KMeansClustering #MachineLearning #MathematicsAndComputing #multidisciplinary #RandomForest #science #UrbanEnvironments

Comparative Analysis Of Seagrass Biophysical Properties Mapping Using Multi-Resolution Satellite Imagery And Machine Learning In The Shallow Waters Of Teluk Pandan, Lampung, Indonesia
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https://doi.org/10.1016/j.rsase.2026.102002 <-- shared paper
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#GIS #spatial #mapping #Seagrass #monitoring #conservation #accuracy #vegetation #biophysical #benthic #habitat #composition #carbonmapping #Randomforest #ExtremeGradientBoosting #XGBoost algorithms #Sentinel2 #remotesensing #sensor #shallowwater #sentinel #PlanetScope #satellite #TelukPandan #Lampung #Indonesia #AI #deeplearning #machinelearning #model #modeling #water #marine #ocean #habitat #ecosystem #spatialanalysis

🌳 Random Forests and Living Trees

English translation of my earlier article on applying satellite imagery and machine learning to map urban land cover.

What started as a local research project in Kryvyi Rih turned into something much larger — the results sparked a heated discussion among residents, officials, and industry representatives about the real condition of green buffers around large industrial sites.

The methodology developed during that work is still being used today — adapted for new environmental and urban projects.

🔗 https://www.datastory.org.ua/random-forests-and-living-trees/

#RemoteSensing #MachineLearning #LandCoverMapping #UrbanEcology #EnvironmentalMonitoring #RandomForest #GeospatialAnalysis #GIS #RStats #SAGAGIS #QGIS #IndependentResearch #OpenSource #EnvironmentalDataScience #KryvyiRih #LULC

Machine learning-based prediction of compressive energy absorption in shoe soles with different features https://www.byteseu.com/1478481/ #CompressionTest #CurveFitting #Energy #FlexibleSoles #HumanitiesAndSocialSciences #MechanicalEngineering #MLP #multidisciplinary #Orthopaedics #RandomForest #Science #SVR

Assessment Of Snow Cover Dynamics And The Effects Of Environmental Drivers In High Mountain Ecosystems
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https://doi.org/10.1016/j.eiar.2025.107969 <-- shared paper
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#GIS #spatial #mapping #remotesensing #earthobservation #snow #ice #snowcover #dynamics #climatechange #mountains #ecosystems #spatialanalysis #spatiotemporal #MODIS #model #modeling #extremeweather #water #hydrology #climate #zones #trendanalysis #linearregression #RandomForest #cryosphere

Avalanche Debris Detection From Sentinel-2 Data Using Fuzzy Machine Learning And Colour Spaces For The Indian Himalaya
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https://doi.org/10.1080/2150704X.2025.2488532 <-- shared paper
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#GIS #spatial #mapping #snowavalanches #snow #avalanches #machinelearning #fuzzyclassification #SVM #AI #randomforest #model #modeling #forecasting #risk #hazard #massmovement #engineeringgeology #remotesensing #earthobservation #imagery #spatialanalysis #spatiotemporal #change #debris #detection #satellite #sentinel #Himalaya #Himalayas #performance

Avalanche Debris Detection From Sentinel-2 Data Using Fuzzy Machine Learning And Colour Spaces For The Indian Himalaya
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https://doi.org/10.1080/2150704X.2025.2488532 <-- shared paper
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#GIS #spatial #mapping #snowavalanches #snow #avalanches #machinelearning #fuzzyclassification #SVM #AI #randomforest #model #modeling #forecasting #risk #hazard #massmovement #engineeringgeology #remotesensing #earthobservation #imagery #spatialanalysis #spatiotemporal #change #debris #detection #satellite #sentinel #Himalaya #Himalayas #performance

Avalanche Debris Detection From Sentinel-2 Data Using Fuzzy Machine Learning And Colour Spaces For The Indian Himalaya
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https://doi.org/10.1080/2150704X.2025.2488532 <-- shared paper
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#GIS #spatial #mapping #snowavalanches #snow #avalanches #machinelearning #fuzzyclassification #SVM #AI #randomforest #model #modeling #forecasting #risk #hazard #massmovement #engineeringgeology #remotesensing #earthobservation #imagery #spatialanalysis #spatiotemporal #change #debris #detection #satellite #sentinel #Himalaya #Himalayas #performance

Avalanche Debris Detection From Sentinel-2 Data Using Fuzzy Machine Learning And Colour Spaces For The Indian Himalaya
--
https://doi.org/10.1080/2150704X.2025.2488532 <-- shared paper
--
#GIS #spatial #mapping #snowavalanches #snow #avalanches #machinelearning #fuzzyclassification #SVM #AI #randomforest #model #modeling #forecasting #risk #hazard #massmovement #engineeringgeology #remotesensing #earthobservation #imagery #spatialanalysis #spatiotemporal #change #debris #detection #satellite #sentinel #Himalaya #Himalayas #performance

This series of videos on machine learning algorithms (Lab a through Lab d, so far) by Courage Kamusoko are the best explanations I've seen yet. How the models actually work, their strengths and weaknesses, what you are actually solving for when you tune the hyperparameters, and examples in Python. https://www.youtube.com/@couragekamusoko5689/videos
#SVM #KNN #DecisionTree #RandomForest

This series of videos on machine learning algorithms (Lab a through Lab d, so far) by Courage Kamusoko are the best explanations I've seen yet. How the models actually work, their strengths and weaknesses, what you are actually solving for when you tune the hyperparameters, and examples in Python. https://www.youtube.com/@couragekamusoko5689/videos
#SVM #KNN #DecisionTree #RandomForest

This series of videos on machine learning algorithms (Lab a through Lab d, so far) by Courage Kamusoko are the best explanations I've seen yet. How the models actually work, their strengths and weaknesses, what you are actually solving for when you tune the hyperparameters, and examples in Python. https://www.youtube.com/@couragekamusoko5689/videos
#SVM #KNN #DecisionTree #RandomForest

This series of videos on machine learning algorithms (Lab a through Lab d, so far) by Courage Kamusoko are the best explanations I've seen yet. How the models actually work, their strengths and weaknesses, what you are actually solving for when you tune the hyperparameters, and examples in Python. https://www.youtube.com/@couragekamusoko5689/videos
#SVM #KNN #DecisionTree #RandomForest

Machine Learning – Regression Cheat Sheet | How To Perform Regression

Learn about machine learning regression algorithms, tools, & tips #xgboost #randomforest #decisiontree #svm #glm #gbm. source

https://quadexcel.com/wp/machine-learning-regression-cheat-sheet-how-to-perform-regression/