{"id":339,"date":"2022-02-10T09:30:29","date_gmt":"2022-02-10T09:30:29","guid":{"rendered":"http:\/\/lakhankar.com\/research\/data-science\/"},"modified":"2026-07-19T12:38:48","modified_gmt":"2026-07-19T12:38:48","slug":"data-science","status":"publish","type":"page","link":"https:\/\/creativecore.co.in\/lakhankar2026\/research\/data-science\/","title":{"rendered":"Data Science"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"339\" class=\"elementor elementor-339\" data-elementor-post-type=\"page\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-26f8e47 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"26f8e47\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-311a1e4\" data-id=\"311a1e4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6e1a524 elementor-widget elementor-widget-heading\" data-id=\"6e1a524\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data Science and Remote Sensing<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dabaeca elementor-widget elementor-widget-text-editor\" data-id=\"dabaeca\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Scientific methods in Remote Sensing (RS) are changing due to the impact of information technology and data science advancements, enabling the extraction of knowledge and insights from data. The data deluge, triggered by ever-increasing data acquisition rates in combination with data curation improvements, leads to scientific methods using complex machines, which, on the one hand, requires access to comprehensive data sources and archives and, on the other hand, also supplements the linking via Linked Open Data (LOD) with a fundamental understanding of the information stored there by machines.<\/p><p>Automating quantitative information extraction from imagery has been a research topic for quite a few decades. We have noticed a variety of unsupervised imagery classification algorithms get introduced into mainstream image processing and GIS software.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-79667ad\" data-id=\"79667ad\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1669034 elementor-widget elementor-widget-image\" data-id=\"1669034\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"424\" src=\"https:\/\/creativecore.co.in\/lakhankar2026\/wp-content\/uploads\/2022\/02\/data-science.jpg\" class=\"attachment-large size-large wp-image-6119\" alt=\"\" srcset=\"https:\/\/creativecore.co.in\/lakhankar2026\/wp-content\/uploads\/2022\/02\/data-science.jpg 1000w, https:\/\/creativecore.co.in\/lakhankar2026\/wp-content\/uploads\/2022\/02\/data-science-300x199.jpg 300w, https:\/\/creativecore.co.in\/lakhankar2026\/wp-content\/uploads\/2022\/02\/data-science-768x508.jpg 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0e1a738 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0e1a738\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ee5c498\" data-id=\"ee5c498\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6093023 elementor-widget elementor-widget-text-editor\" data-id=\"6093023\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>In future, with big data, an organization that has access to all imagery ever collected using satellites and all classification outputs (whether supervised or unsupervised) of those images, can feed this as input data as a massive training set to a deep learning algorithm. This training set would encompass images with various spatial and spectral resolutions, images from a variety of satellite sensors, images from various time periods and classification outputs with a variety of accuracy and output classes. Such a real-world training dataset is immensely valuable and we are likely to see a phenomenal advancement in automating information extraction.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Data Science and Remote Sensing Scientific methods in Remote Sensing (RS) are changing due to the impact of information technology and data science advancements, enabling the extraction of knowledge and insights from data. The data deluge, triggered by ever-increasing data acquisition rates in combination with data curation improvements, leads to scientific methods using complex machines, [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":9,"menu_order":14,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-339","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/pages\/339","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/comments?post=339"}],"version-history":[{"count":1,"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/pages\/339\/revisions"}],"predecessor-version":[{"id":9962,"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/pages\/339\/revisions\/9962"}],"up":[{"embeddable":true,"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/pages\/9"}],"wp:attachment":[{"href":"https:\/\/creativecore.co.in\/lakhankar2026\/wp-json\/wp\/v2\/media?parent=339"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}