{"id":12020,"date":"2026-08-10T10:40:06","date_gmt":"2026-08-10T10:40:06","guid":{"rendered":"https:\/\/nokobox.com\/index.php\/item\/udemy-prediction-mapping-using-gis-data-and-advanced-ml-algorithms-2023-9\/"},"modified":"2026-08-10T10:40:06","modified_gmt":"2026-08-10T10:40:06","slug":"udemy-prediction-mapping-using-gis-data-and-advanced-ml-algorithms-2023-9","status":"publish","type":"digital_item","link":"https:\/\/nokobox.com\/index.php\/item\/udemy-prediction-mapping-using-gis-data-and-advanced-ml-algorithms-2023-9\/","title":{"rendered":"Udemy \u2013 Prediction Mapping Using GIS Data and Advanced ML Algorithms 2023-9"},"content":{"rendered":"<div class=\"w-post-elm post_content\">\n<h2>Descriptions<\/h2>\n<p>Prediction Mapping Using GIS Data and Advanced ML Algorithms, This course applies advanced machine learning classification techniques with remote sensing and geospatial data to create prediction maps for environmental and hazard-related applications. Project 1 focuses on multi-label classification problems, such as predicting species distribution, air pollution limits, and disease risks, with applications including PM10 susceptibility mapping published in scientific research. Project 2 emphasizes binary classification problems, such as landslide susceptibility mapping, flood prediction, climate change impacts, and oil spill detection.<\/p>\n<p>Through a step-by-step approach, learners implement algorithms like XGBoost, KNN, Na\u00efve Bayes, and Random Forest, optimizing hyperparameters, validating results with metrics such as confusion matrices and AUC scores, and generating prediction maps in raster and vector formats. By the end, participants will have practical experience applying machine learning in GIS contexts and producing professional-quality prediction outputs for research and decision-making.<\/p>\n<h3>What you\u2019ll learn<\/h3>\n<ul>\n<li>Create prediction maps for landslides and air pollution<\/li>\n<li>Implement ML algorithms: XGBoost, KNN, Na\u00efve Bayes, RF<\/li>\n<li>Optimize hyperparameters for classification tasks<\/li>\n<li>Validate models with confusion matrices and AUC scores<\/li>\n<li>Generate raster and vector prediction maps<\/li>\n<li>Apply machine learning in GIS for research and decision-making<\/li>\n<\/ul>\n<h3>Who this course is for<\/h3>\n<ul>\n<li>Students, researchers, and professionals using GIS data mining<\/li>\n<li>Health researchers analyzing susceptibility maps<\/li>\n<li>Hazard researchers studying floods, landslides, droughts, and pollution<\/li>\n<\/ul>\n<h3>Specificatoin of Prediction Mapping Using GIS Data and Advanced ML Algorithms<\/h3>\n<ul>\n<li>Publisher : <a href=\"https:\/\/href.li\/?https:\/\/www.udemy.com\/course\/prediction-maps-using-xgboost-knn-nb-ensemble-rf-in-gis\/?couponCode=LEARNWITHUSNOW\" target=\"_blank\" rel=\"noopener\">Udemy<\/a><\/li>\n<li>Teacher : <a href=\"https:\/\/downloadlynet.ir\/tag\/dr.-omar-althuwaynee\">Dr. Omar AlThuwaynee<\/a><\/li>\n<li>Language : English<\/li>\n<li>Level : Intermediate<\/li>\n<li>Number of Course : 70<\/li>\n<li>Duration : 15 hours and 49 minutes<\/li>\n<\/ul>\n<h3>Content of Prediction Mapping Using GIS Data and Advanced ML Algorithms<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1004717\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Prediction-Mapping-Using-GIS-Data-and-Advanced-ML-Algorithms.c.jpeg\" alt=\"Prediction Mapping Using GIS Data and Advanced ML Algorithms\" width=\"705\" height=\"715\"><\/p>\n<h3>Requirements<\/h3>\n<ul dir=\"ltr\">\n<li>No prior knowledge in programming needed<\/li>\n<li>Basic knowledge in R studio environment<\/li>\n<li>Basic knowledge in GIS and QGIS<\/li>\n<li>Basic knowledge about man made and natural hazards<\/li>\n<\/ul>\n<h3>Pictures<\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-1004718\" src=\"https:\/\/downloadly.ir\/wp-content\/uploads\/2025\/09\/Prediction-Mapping-Using-GIS-Data-and-Advanced-ML-Algorithms.d.jpeg\" alt=\"Prediction Mapping Using GIS Data and Advanced ML Algorithms\" width=\"705\" height=\"243\"><\/p>\n<h3>Sample Clip<\/h3>\n<div style=\"width: 640px;\" class=\"wp-video\"><span class=\"mejs-offscreen\">Video Player<\/span><\/p>\n<div id=\"mep_0\" class=\"mejs-container mejs-container-keyboard-inactive wp-video-shortcode mejs-video\" tabindex=\"0\" role=\"application\" aria-label=\"Video Player\" style=\"width: 640px; height: 360px; min-width: 217px;\">\n<div class=\"mejs-inner\">\n<div class=\"mejs-mediaelement\"><mediaelementwrapper id=\"video-175043-1\"><video class=\"wp-video-shortcode\" id=\"video-175043-1_html5\" width=\"640\" height=\"360\" preload=\"metadata\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Prediction_Mapping_Using_GIS_Data_and_Advanced_ML_Algorithms_Downloadly.ir.mp4?_=1\" style=\"width: 640px; height: 360px;\"><source type=\"video\/mp4\" src=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Prediction_Mapping_Using_GIS_Data_and_Advanced_ML_Algorithms_Downloadly.ir.mp4?_=1\"><a href=\"https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Prediction_Mapping_Using_GIS_Data_and_Advanced_ML_Algorithms_Downloadly.ir.mp4?nocache=1786142326946\">https:\/\/dl.downloadly.ir\/Files\/Elearning\/Sample\/Prediction_Mapping_Using_GIS_Data_and_Advanced_ML_Algorithms_Downloadly.ir.mp4<\/a><\/video><\/mediaelementwrapper><\/div>\n<div class=\"mejs-layers\">\n<div class=\"mejs-poster mejs-layer\" style=\"display: none; width: 100%; height: 100%;\"><\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-loading\"><span class=\"mejs-overlay-loading-bg-img\"><\/span><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer\" style=\"display: none; width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-error\"><\/div>\n<\/div>\n<div class=\"mejs-overlay mejs-layer mejs-overlay-play\" style=\"width: 100%; height: 100%;\">\n<div class=\"mejs-overlay-button\" role=\"button\" tabindex=\"0\" aria-label=\"Play\" aria-pressed=\"false\"><\/div>\n<\/div>\n<\/div>\n<div class=\"mejs-controls\">\n<div class=\"mejs-button mejs-playpause-button mejs-play\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Play\" aria-label=\"Play\" tabindex=\"0\"><\/button><\/div>\n<div class=\"mejs-time mejs-currenttime-container\" role=\"timer\" aria-live=\"off\"><span class=\"mejs-currenttime\">00:00<\/span><\/div>\n<div class=\"mejs-time-rail\"><span class=\"mejs-time-total mejs-time-slider\" role=\"slider\" tabindex=\"0\" aria-label=\"Time Slider\" aria-valuemin=\"0\" aria-valuemax=\"0\" aria-valuenow=\"0\" aria-valuetext=\"00:00\"><span class=\"mejs-time-buffering\" style=\"display: none;\"><\/span><span class=\"mejs-time-loaded\"><\/span><span class=\"mejs-time-current\"><\/span><span class=\"mejs-time-hovered no-hover\"><\/span><span class=\"mejs-time-handle\"><span class=\"mejs-time-handle-content\"><\/span><\/span><span class=\"mejs-time-float\"><span class=\"mejs-time-float-current\">00:00<\/span><span class=\"mejs-time-float-corner\"><\/span><\/span><\/span><\/div>\n<div class=\"mejs-time mejs-duration-container\"><span class=\"mejs-duration\">00:00<\/span><\/div>\n<div class=\"mejs-button mejs-volume-button mejs-mute\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Mute\" aria-label=\"Mute\" tabindex=\"0\"><\/button><a href=\"javascript:void(0);\" class=\"mejs-volume-slider\" aria-label=\"Volume Slider\" aria-valuemin=\"0\" aria-valuemax=\"100\" role=\"slider\" aria-orientation=\"vertical\"><span class=\"mejs-offscreen\">Use Up\/Down Arrow keys to increase or decrease volume.<\/span><\/p>\n<div class=\"mejs-volume-total\">\n<div class=\"mejs-volume-current\" style=\"bottom: 0px; height: 100%;\"><\/div>\n<div class=\"mejs-volume-handle\" style=\"bottom: 100%; margin-bottom: -3px;\"><\/div>\n<\/div>\n<p><\/a><\/div>\n<div class=\"mejs-button mejs-fullscreen-button\"><button type=\"button\" aria-controls=\"mep_0\" title=\"Fullscreen\" aria-label=\"Fullscreen\" tabindex=\"0\"><\/button><\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<h3>Installation Guide<\/h3>\n<p>Extract the files and watch with your favorite player<\/p>\n<p>Subtitle : English<\/p>\n<p>Quality: 720<\/p>\n<h3>Download Links<\/h3>\n<p><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/Udemy_Prediction_Mapping_Using_GIS_Data_and_Advanced_ML_Algorithms_2023-9_Downloadly.ir.part1.rar?nocache=1786142325\">DownloadPart 1 \u2013 2 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/Udemy_Prediction_Mapping_Using_GIS_Data_and_Advanced_ML_Algorithms_2023-9_Downloadly.ir.part2.rar?nocache=1786142325\">DownloadPart 2 \u2013 2 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/Udemy_Prediction_Mapping_Using_GIS_Data_and_Advanced_ML_Algorithms_2023-9_Downloadly.ir.part3.rar?nocache=1786142325\">DownloadPart 3 \u2013 2 GB<\/a><\/p>\n<p><a href=\"https:\/\/dl2.downloadly.ir\/Files\/Elearning\/Udemy_Prediction_Mapping_Using_GIS_Data_and_Advanced_ML_Algorithms_2023-9_Downloadly.ir.part4.rar?nocache=1786142325\">DownloadPart 4 \u2013 1.32 GB<\/a><\/p>\n<h5>Password file(s): <a>www.downloadly.ir<\/a><\/h5>\n<h3>File size<\/h3>\n<p>7.32 GB<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Descriptions Prediction Mapping Using GIS Data and Advanced ML Algorithms, This course applies advanced machine learning classification techniques with remote s<\/p>\n","protected":false},"author":1,"template":"","dgi_category":[10458],"dgi_tag":[99645,99646,99647,99648,99649,99650,99651,99652,99653],"class_list":["post-12020","digital_item","type-digital_item","status-publish","has-post-thumbnail","hentry","dgi_category-video-tutorials","dgi_tag-download-prediction-mapping-using-gis-data-and-advanced-ml-algorithms","dgi_tag-dr-omar-althuwaynee","dgi_tag-free-download-prediction-mapping-using-gis-data-and-advanced-ml-algorithms","dgi_tag-free-prediction-mapping-using-gis-data-and-advanced-ml-algorithms","dgi_tag-prediction-mapping-using-gis-data-and-advanced-ml-algorithms","dgi_tag-prediction-mapping-using-gis-data-and-advanced-ml-algorithms-download","dgi_tag-prediction-mapping-using-gis-data-and-advanced-ml-algorithms-free","dgi_tag-prediction-mapping-using-gis-data-and-advanced-ml-algorithms-free-download","dgi_tag-udemy-prediction-mapping-using-gis-data-and-advanced-ml-algorithms"],"_links":{"self":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12020","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item"}],"about":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/types\/digital_item"}],"author":[{"embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":0,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/digital_item\/12020\/revisions"}],"wp:attachment":[{"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/media?parent=12020"}],"wp:term":[{"taxonomy":"dgi_category","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_category?post=12020"},{"taxonomy":"dgi_tag","embeddable":true,"href":"https:\/\/nokobox.com\/index.php\/wp-json\/wp\/v2\/dgi_tag?post=12020"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}