{"id":289,"date":"2025-05-22T19:29:38","date_gmt":"2025-05-22T19:29:38","guid":{"rendered":"https:\/\/ccds.ai\/?page_id=289"},"modified":"2025-08-02T22:08:23","modified_gmt":"2025-08-02T22:08:23","slug":"data-science-wing","status":"publish","type":"page","link":"https:\/\/ccds.ai\/?page_id=289","title":{"rendered":"Data Science wing"},"content":{"rendered":"<div id='av_section_1'  class='avia-section av-p5qpd-f2f153f9377949d069b0b317c915bc74 main_color avia-section-default avia-no-border-styling  avia-builder-el-0  el_before_av_section  avia-builder-el-first  avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><main  role=\"main\" itemprop=\"mainContentOfPage\"  class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-289'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mcutcc15-a7206bf14d0f0c86e182cfc208ece948\">\n#top .av-special-heading.av-mcutcc15-a7206bf14d0f0c86e182cfc208ece948{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-mcutcc15-a7206bf14d0f0c86e182cfc208ece948 .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-mcutcc15-a7206bf14d0f0c86e182cfc208ece948 .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-mcutcc15-a7206bf14d0f0c86e182cfc208ece948 av-special-heading-h3  avia-builder-el-1  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag'  itemprop=\"headline\"  >Research Focus<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<section  class='av_textblock_section av-mbwt5-af100baf6ca4d0442d9721f8c7115d1e'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p>Blend Data science, machine learning, statistical inference with human-centric design principles to aid policymakers.<\/p>\n<\/div><\/section>\n\n<\/div><\/div><\/main><!-- close content main element --><\/div><\/div><div id='av_section_2'  class='avia-section av-frjjt-9d1fdfd1a2e9f1104e33e41532089f81 main_color avia-section-default avia-no-border-styling  avia-builder-el-3  el_after_av_section  el_before_av_section  avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-289'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mcuteo6p-50e7a2d31b8f11b00363e49f5d448d5f\">\n#top .av-special-heading.av-mcuteo6p-50e7a2d31b8f11b00363e49f5d448d5f{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-mcuteo6p-50e7a2d31b8f11b00363e49f5d448d5f .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-mcuteo6p-50e7a2d31b8f11b00363e49f5d448d5f .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-mcuteo6p-50e7a2d31b8f11b00363e49f5d448d5f av-special-heading-h3  avia-builder-el-4  el_before_av_textblock  avia-builder-el-first '><h3 class='av-special-heading-tag'  itemprop=\"headline\"  >Objectives<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<section  class='av_textblock_section av-b13qx-20dc70a1ad07131d6e49b0fbe03d3310'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><p>Here at Data and Design lab, we blend data science, machine learning, statistical inference, computational social science with human-centric design principles to aid policy makers what they do the best \u2013 making policies. We believe evidence-based policymaking can help make policy-making easier and efficient. The developed world has embraced the idea and many countries have taken initiatives to find out the best way to harness data for public good. Developing world should not wait as this may be the cause of a new digital divide as data begets information and information begets efficient business and policy. However, we do not think everything can be solved from data-driven knowledge. We, therefore, focus only on certain fields \u2013 energy, education, ICT, health \u2013 where there is an access to data that can be harnessed. Moreover, We believe working with data needs a marriage with design thinking as we need to think about the consequences of our work before we delve into data-centric research. We focus on design thinking that helps to understand our surroundings better and therefore, plays a vital role in public policy. Our lab comprises faculty members and collaborators from Computer Science and Engineering, Development Economics, Geoinformatics, and Public Policy.<\/p>\n<p>Link to the\u00a0<a href=\"https:\/\/www.dndlab.org\/\" target=\"_blank\" rel=\"noopener\">Data &#038; Design Lab<\/a><\/p>\n<\/div><\/section>\n\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='av_section_3'  class='avia-section av-bcfxd-240863c11cb97df14081ce656923e9fe main_color avia-section-default avia-no-border-styling  avia-builder-el-6  el_after_av_section  el_before_av_one_full  avia-bg-style-scroll container_wrap fullsize'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-full alpha units'><div class='post-entry post-entry-type-page post-entry-289'><div class='entry-content-wrapper clearfix'>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-md9bu9oa-527c648d8568f412ea2639b419bbaefc\">\n#top .av-special-heading.av-md9bu9oa-527c648d8568f412ea2639b419bbaefc{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-md9bu9oa-527c648d8568f412ea2639b419bbaefc .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-md9bu9oa-527c648d8568f412ea2639b419bbaefc .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-md9bu9oa-527c648d8568f412ea2639b419bbaefc av-special-heading-h3  avia-builder-el-7  el_before_av_postslider  avia-builder-el-first '><h3 class='av-special-heading-tag'  itemprop=\"headline\"  >Projects<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div>\n<div  data-slideshow-options=\"{&quot;animation&quot;:&quot;fade&quot;,&quot;autoplay&quot;:false,&quot;loop_autoplay&quot;:&quot;once&quot;,&quot;interval&quot;:&quot;5&quot;,&quot;loop_manual&quot;:&quot;manual-endless&quot;,&quot;autoplay_stopper&quot;:false,&quot;noNavigation&quot;:false,&quot;show_slide_delay&quot;:90}\" class='avia-content-slider avia-content-slider-active avia-content-slider1 avia-content-slider-odd  avia-builder-el-8  el_after_av_heading  avia-builder-el-last  av-slideshow-ui av-control-default   av-no-slider-navigation av-slideshow-manual av-loop-once av-loop-manual-endless '  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Blog\" ><div class=\"avia-content-slider-inner\"><div class=\"slide-entry-wrap\"><article class='slide-entry flex_column  post-entry post-entry-665 slide-entry-overview slide-loop-1 slide-parity-odd  av_one_third first real-thumbnail post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><a href=\"https:\/\/ccds.ai\/?p=665\" data-rel=\"slide-1\" class=\"slide-image\" title=\"Crop Identification and Yield Estimation using SAR Data\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"383\" src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/unnamed-2.png\" class=\"wp-image-668 avia-img-lazy-loading-not-668 attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/unnamed-2.png 512w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/unnamed-2-300x224.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><div class=\"slide-content\"><header class=\"entry-content-header\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?p=665\" title=\"Crop Identification and Yield Estimation using SAR Data\">Crop Identification and Yield Estimation using SAR Data<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><div class=\"slide-meta\"><time class='slide-meta-time updated'  itemprop=\"datePublished\" datetime=\"2025-07-18T19:07:58+00:00\" >July 18, 2025<\/time><\/div><div class='slide-entry-excerpt entry-content'  itemprop=\"text\" >\n\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/unnamed-2.png<\/span>\n\t\t\t\t\t\t<span itemprop='height'>383<\/span>\n\t\t\t\t\t\t<span itemprop='width'>512<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Abu Hurairah Rifat<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/final-logo-09-1-300x109-2.png<\/span>\n\t\t\t\t\t\t <\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Abu Hurairah Rifat<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2025-05-22T19:29:38+00:00\" >2025-07-18 19:07:58<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2025-08-10 18:15:07<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>Crop Identification and Yield Estimation using SAR Data<\/span><\/span><\/span><\/article><article class='slide-entry flex_column  post-entry post-entry-627 slide-entry-overview slide-loop-2 slide-parity-even  av_one_third  real-thumbnail post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><a href=\"https:\/\/ccds.ai\/?p=627\" data-rel=\"slide-1\" class=\"slide-image\" title=\"LULC analysis of Bangladesh using Deep Learning\"><img loading=\"lazy\" decoding=\"async\" width=\"260\" height=\"185\" src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/geo.png\" class=\"wp-image-628 avia-img-lazy-loading-not-628 attachment-large size-large wp-post-image\" alt=\"\" \/><\/a><div class=\"slide-content\"><header class=\"entry-content-header\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?p=627\" title=\"LULC analysis of Bangladesh using Deep Learning\">LULC analysis of Bangladesh using Deep Learning<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><div class=\"slide-meta\"><time class='slide-meta-time updated'  itemprop=\"datePublished\" datetime=\"2025-07-15T19:06:25+00:00\" >July 15, 2025<\/time><\/div><div class='slide-entry-excerpt entry-content'  itemprop=\"text\" >\n\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/geo.png<\/span>\n\t\t\t\t\t\t<span itemprop='height'>185<\/span>\n\t\t\t\t\t\t<span itemprop='width'>260<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Abu Hurairah Rifat<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/final-logo-09-1-300x109-2.png<\/span>\n\t\t\t\t\t\t <\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Abu Hurairah Rifat<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2025-05-22T19:29:38+00:00\" >2025-07-15 19:06:25<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2025-08-10 18:15:10<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>LULC analysis of Bangladesh using Deep Learning<\/span><\/span><\/span><\/article><article class='slide-entry flex_column  post-entry post-entry-561 slide-entry-overview slide-loop-3 slide-parity-odd  av_one_third  real-thumbnail post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><a href=\"https:\/\/ccds.ai\/?p=561\" data-rel=\"slide-1\" class=\"slide-image\" title=\"Test-Time Domain Adaptation for Urban Categorization from Satellite Images\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"311\" src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/unnamed.jpg\" class=\"wp-image-563 avia-img-lazy-loading-not-563 attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/unnamed.jpg 512w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/unnamed-300x182.jpg 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><div class=\"slide-content\"><header class=\"entry-content-header\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?p=561\" title=\"Test-Time Domain Adaptation for Urban Categorization from Satellite Images\">Test-Time Domain Adaptation for Urban Categorization from Satellite Images<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><div class=\"slide-meta\"><time class='slide-meta-time updated'  itemprop=\"datePublished\" datetime=\"2025-07-14T20:46:28+00:00\" >July 14, 2025<\/time><\/div><div class='slide-entry-excerpt entry-content'  itemprop=\"text\" >\n\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/unnamed.jpg<\/span>\n\t\t\t\t\t\t<span itemprop='height'>311<\/span>\n\t\t\t\t\t\t<span itemprop='width'>512<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Abu Hurairah Rifat<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/final-logo-09-1-300x109-2.png<\/span>\n\t\t\t\t\t\t <\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Abu Hurairah Rifat<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2025-05-22T19:29:38+00:00\" >2025-07-14 20:46:28<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2025-08-10 18:15:11<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>Test-Time Domain Adaptation for Urban Categorization from Satellite Images<\/span><\/span><\/span><\/article><\/div><div class=\"slide-entry-wrap\"><article class='slide-entry flex_column  post-entry post-entry-557 slide-entry-overview slide-loop-4 slide-parity-odd  av_one_third first fake-thumbnail post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><a href=\"https:\/\/ccds.ai\/?p=557\" data-rel=\"slide-1\" class=\"slide-image\" title=\"Understanding The Transcriptomic Responses to Environmental Change in Hilsa\"><span class='fallback-post-type-icon' aria-hidden='true' data-av_icon='\ue836' data-av_iconfont='entypo-fontello'><\/span><span class='slider-fallback-image'><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"745\" src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-1030x745.png\" class=\"wp-image-601 avia-img-lazy-loading-not-601 attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-1030x745.png 1030w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-300x217.png 300w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-768x556.png 768w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-705x510.png 705w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability.png 1063w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/span><\/a><div class=\"slide-content\"><header class=\"entry-content-header\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?p=557\" title=\"Understanding The Transcriptomic Responses to Environmental Change in Hilsa\">Understanding The Transcriptomic Responses to Environmental Change in Hilsa<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/final-logo-09-1-300x109-2.png<\/span>\n\t\t\t\t\t\t<span itemprop='height'>0<\/span>\n\t\t\t\t\t\t<span itemprop='width'>0<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Abu Hurairah Rifat<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/final-logo-09-1-300x109-2.png<\/span>\n\t\t\t\t\t\t <\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Abu Hurairah Rifat<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2025-05-22T19:29:38+00:00\" >2025-07-14 20:31:20<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2025-08-10 18:15:12<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>Understanding The Transcriptomic Responses to Environmental Change in Hilsa<\/span><\/span><\/span><\/article><article class='slide-entry flex_column  post-entry post-entry-551 slide-entry-overview slide-loop-5 slide-parity-even  post-entry-last  av_one_third  real-thumbnail post-format-standard'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><a href=\"https:\/\/ccds.ai\/?p=551\" data-rel=\"slide-1\" class=\"slide-image\" title=\"Understanding the Urban Environment from Satellite Data\"><img loading=\"lazy\" decoding=\"async\" width=\"1030\" height=\"745\" src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-1030x745.png\" class=\"wp-image-601 avia-img-lazy-loading-not-601 attachment-large size-large wp-post-image\" alt=\"\" srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-1030x745.png 1030w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-300x217.png 300w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-768x556.png 768w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability-705x510.png 705w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability.png 1063w\" sizes=\"(max-width: 1030px) 100vw, 1030px\" \/><\/a><div class=\"slide-content\"><header class=\"entry-content-header\"><h3 class='slide-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?p=551\" title=\"Understanding the Urban Environment from Satellite Data\">Understanding the Urban Environment from Satellite Data<\/a><\/h3><span class=\"av-vertical-delimiter\"><\/span><\/header><div class=\"slide-meta\"><time class='slide-meta-time updated'  itemprop=\"datePublished\" datetime=\"2025-07-12T19:27:01+00:00\" >July 12, 2025<\/time><\/div><div class='slide-entry-excerpt entry-content'  itemprop=\"text\" >\n\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><span class='hidden'>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" >\n\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/mdpi_sustainability.png<\/span>\n\t\t\t\t\t\t<span itemprop='height'>769<\/span>\n\t\t\t\t\t\t<span itemprop='width'>1063<\/span>\n\t\t\t\t<\/span>\n\t\t\t\t<span class='av-structured-data'  itemprop=\"publisher\" itemtype=\"https:\/\/schema.org\/Organization\" itemscope=\"itemscope\" >\n\t\t\t\t\t\t<span itemprop='name'>Abu Hurairah Rifat<\/span>\n\t\t\t\t\t\t<span itemprop='logo' itemscope itemtype='https:\/\/schema.org\/ImageObject'>\n\t\t\t\t\t\t\t<span itemprop='url'>https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/final-logo-09-1-300x109-2.png<\/span>\n\t\t\t\t\t\t <\/span>\n\t\t\t\t<\/span><span class='av-structured-data'  itemprop=\"author\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/Person\" ><span itemprop='name'>Abu Hurairah Rifat<\/span><\/span><span class='av-structured-data'  itemprop=\"datePublished\" datetime=\"2025-05-22T19:29:38+00:00\" >2025-07-12 19:27:01<\/span><span class='av-structured-data'  itemprop=\"dateModified\" itemtype=\"https:\/\/schema.org\/dateModified\" >2025-08-10 18:15:12<\/span><span class='av-structured-data'  itemprop=\"mainEntityOfPage\" itemtype=\"https:\/\/schema.org\/mainEntityOfPage\" ><span itemprop='name'>Understanding the Urban Environment from Satellite Data<\/span><\/span><\/span><\/article><\/div><\/div><div class='avia-slideshow-arrows avia-slideshow-controls' ><a href='#prev' class='prev-slide ' aria-hidden='true' data-av_icon='\ue87c' data-av_iconfont='entypo-fontello'  tabindex='-1'>Previous<\/a><a href='#next' class='next-slide ' aria-hidden='true' data-av_icon='\ue87d' data-av_iconfont='entypo-fontello'  tabindex='-1'>Next<\/a><\/div><\/div>\n<\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='after_section_3'  class='main_color av_default_container_wrap 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srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/ashraf_indian_size-83e521b7-44dc-4ed1-b102-8176fb11a9f3-180x180.jpg 180w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/ashraf_indian_size-83e521b7-44dc-4ed1-b102-8176fb11a9f3-300x300.jpg 300w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/ashraf_indian_size-83e521b7-44dc-4ed1-b102-8176fb11a9f3-80x80.jpg 80w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/ashraf_indian_size-83e521b7-44dc-4ed1-b102-8176fb11a9f3-36x36.jpg 36w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/ashraf_indian_size-83e521b7-44dc-4ed1-b102-8176fb11a9f3.jpg 350w\" sizes=\"(max-width: 180px) 100vw, 180px\" \/><\/a><div class='grid-content'><div class='avia-arrow'><\/div><header class=\"entry-content-header\"><h3 class='grid-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?portfolio=m-ashraful-amin-phd\" title=\"M Ashraful Amin, PhD\">M Ashraful Amin, PhD<\/a><\/h3><\/header><\/div><footer class=\"entry-footer\"><\/footer><\/article><\/div><div data-ajax-id='251' class=' grid-entry flex_column isotope-item all_sort no_margin post-entry post-entry-251 grid-entry-overview grid-loop-2 grid-parity-even  post-entry-last  datascience_sort supervisors_sort  av_one_fourth  default_av_fullwidth '><article class='main_color inner-entry'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><a href=\"https:\/\/ccds.ai\/?portfolio=akm-mahbubur-rhman-phd\" title=\"AKM Mahbubur Rhman, PhD\" data-rel=\"grid-1\" class=\"grid-image avia-hover-fx\"> <img decoding=\"async\" width=\"180\" height=\"180\" src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/rahman-180x180.jpg\" class=\"wp-image-252 avia-img-lazy-loading-not-252 attachment-square size-square wp-post-image\" alt=\"\" srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/rahman-180x180.jpg 180w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/rahman-300x300.jpg 300w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/rahman-80x80.jpg 80w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/rahman-36x36.jpg 36w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/05\/rahman.jpg 400w\" sizes=\"(max-width: 180px) 100vw, 180px\" \/><\/a><div class='grid-content'><div class='avia-arrow'><\/div><header class=\"entry-content-header\"><h3 class='grid-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?portfolio=akm-mahbubur-rhman-phd\" title=\"AKM Mahbubur Rhman, PhD\">AKM Mahbubur Rhman, PhD<\/a><\/h3><\/header><\/div><footer class=\"entry-footer\"><\/footer><\/article><\/div><\/div><\/div>   <!--   class=\"av-portfolio-grid-sorting-container\"  --><\/p><\/div>\n<div class='flex_column av-b316x-50d6f361014a0faefb5f21ace67a40e8 av_one_full  avia-builder-el-12  el_after_av_one_full  avia-builder-el-last  first flex_column_div column-top-margin'     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-mazrmvm5-8540a93e589589469e66ec89f0d9c67c\">\n#top .av-special-heading.av-mazrmvm5-8540a93e589589469e66ec89f0d9c67c{\npadding-bottom:10px;\n}\nbody .av-special-heading.av-mazrmvm5-8540a93e589589469e66ec89f0d9c67c .av-special-heading-tag .heading-char{\nfont-size:25px;\n}\n.av-special-heading.av-mazrmvm5-8540a93e589589469e66ec89f0d9c67c .av-subheading{\nfont-size:15px;\n}\n<\/style>\n<div  class='av-special-heading av-mazrmvm5-8540a93e589589469e66ec89f0d9c67c av-special-heading-h3  avia-builder-el-13  el_before_av_portfolio  avia-builder-el-no-sibling '><h3 class='av-special-heading-tag'  itemprop=\"headline\"  >Collaborators<\/h3><div class=\"special-heading-border\"><div class=\"special-heading-inner-border\"><\/div><\/div><\/div><br \/>\n<div  id=\"av-sc-portfolio-2\"  class=\"av-portfolio-grid-sorting-container\"><div class='sort_width_container  av-sort-yes' data-portfolio-id='2' ><div id='js_sort_items' ><div class='sort_by_cat hidden'><a href=\"#\" 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https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/shibasaki-36x36.jpg 36w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/shibasaki.jpg 512w\" sizes=\"auto, (max-width: 180px) 100vw, 180px\" \/><\/a><div class='grid-content'><div class='avia-arrow'><\/div><header class=\"entry-content-header\"><h3 class='grid-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?portfolio=shibasaki-ryosuke-phd\" title=\"Shibasaki Ryosuke, PhD\">Shibasaki Ryosuke, PhD<\/a><\/h3><\/header><\/div><footer class=\"entry-footer\"><\/footer><\/article><\/div><div data-ajax-id='1155' class=' grid-entry flex_column isotope-item all_sort no_margin post-entry post-entry-1155 grid-entry-overview grid-loop-3 grid-parity-odd  post-entry-last  datascience-colabs_sort  av_one_fourth  default_av_fullwidth '><article class='main_color inner-entry'  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><a href=\"https:\/\/ccds.ai\/?portfolio=sarkar-tanveer-ahmed-rumee-phd\" title=\"Sarkar Tanveer Ahmed Rumee, PhD\" data-rel=\"grid-2\" class=\"grid-image avia-hover-fx\"> <img loading=\"lazy\" loading=\"lazy\" decoding=\"async\" width=\"180\" height=\"180\" src=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/rumee-180x180.jpg\" class=\"wp-image-1156 avia-img-lazy-loading-not-1156 attachment-square size-square wp-post-image\" alt=\"\" srcset=\"https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/rumee-180x180.jpg 180w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/rumee-300x300.jpg 300w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/rumee-80x80.jpg 80w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/rumee-36x36.jpg 36w, https:\/\/ccds.ai\/wp-content\/uploads\/2025\/07\/rumee.jpg 400w\" sizes=\"auto, (max-width: 180px) 100vw, 180px\" \/><\/a><div class='grid-content'><div class='avia-arrow'><\/div><header class=\"entry-content-header\"><h3 class='grid-entry-title entry-title '  itemprop=\"headline\" ><a href=\"https:\/\/ccds.ai\/?portfolio=sarkar-tanveer-ahmed-rumee-phd\" title=\"Sarkar Tanveer Ahmed Rumee, PhD\">Sarkar Tanveer Ahmed Rumee, PhD<\/a><\/h3><\/header><\/div><footer class=\"entry-footer\"><\/footer><\/article><\/div><\/div><\/div>   <!--   class=\"av-portfolio-grid-sorting-container\"  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