{"id":63614,"date":"2018-07-30T08:54:21","date_gmt":"2018-07-30T08:54:21","guid":{"rendered":"https:\/\/drprem.com\/guide\/?p=63614"},"modified":"2020-10-07T10:39:29","modified_gmt":"2020-10-07T10:39:29","slug":"understanding-the-connection-between-artificial-intelligence-and-environmental-sustainability","status":"publish","type":"post","link":"https:\/\/drprem.com\/guide\/understanding-the-connection-between-artificial-intelligence-and-environmental-sustainability\/","title":{"rendered":"Understanding the connection between artificial intelligence and environmental sustainability"},"content":{"rendered":"<div class=\"38520354a5201685ddf480eec688e1a7\" data-index=\"1\" style=\"float: none; margin:10px 0 10px 0; text-align:center;\">\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script>\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block; text-align:center;\"\r\n     data-ad-layout=\"in-article\"\r\n     data-ad-format=\"fluid\"\r\n     data-ad-client=\"ca-pub-9477973674766713\"\r\n     data-ad-slot=\"8885944693\"><\/ins>\r\n<script>\r\n     (adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n<p>Artificial intelligence has been used in many fields to enhance research and help scientist handle big data in a short period of time. Artificial intelligence is now being used by environmentalists to find solutions for various environment related problems including climate change. With the rise in temperature, there has been a rise in invasive species in the environment. <em><strong>Artificial intelligence and environmental sustainability<\/strong><\/em> has the potential to go hand in hand in future to combat various problems.<!--more--><\/p>\n<h2>Link between artificial intelligence and environmental sustainability<\/h2>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-63632\" src=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/aquatic-lovers-destination-2.jpg\" alt=\"aquatic\" width=\"800\" height=\"536\" srcset=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/aquatic-lovers-destination-2.jpg 600w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/aquatic-lovers-destination-2-300x201.jpg 300w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/aquatic-lovers-destination-2-585x392.jpg 585w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p>Scientist at Alberta University have developed an innovative AI program to combat the invasion of foreign species. Professors Mark Lewis, Russ Greiner, and post-doctorate Yanyu Xiao have made a program which will be of great help to environmentalists &#8211; another way <strong>artificial intelligence and environmental sustainability<\/strong> can be of use.<\/p>\n<p>The team of scientists used historical data regarding foreign organisms\u2019 invasions, such as seaweeds and water fleas in aquatic ecosystems. They created a computer program or a tool to help environmental scientists to handle the ecological invasions efficiently.<\/p>\n<h2>What is the new tool?<\/h2>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-63633\" src=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Artificial-Intelligence.jpg\" alt=\"AI(Artificial Intelligence) concept, 3d rendering\" width=\"800\" height=\"533\" srcset=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Artificial-Intelligence.jpg 800w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Artificial-Intelligence-300x200.jpg 300w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Artificial-Intelligence-768x512.jpg 768w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Artificial-Intelligence-585x390.jpg 585w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>The tool or program is essentially a series of questions, which ask users things such as the water body type, if the invader is an animal or a plant and then predicts the outcome of the various eradication strategies. The researchers used the data of 143 previous attempts to eradicate foreign species.<\/p>\n<p>This allowed them to create decision trees which would help the environmentalists to predict the successful outcomes when trying to deal with various invasive species in many different scenarios. <strong>Artificial intelligence and environmental sustainability <\/strong>are two different sciences, but they can both be combined for the benefit of the environment.<\/p>\n<p><strong>How AI is helping environmentalists<\/strong> is evident from innovative tools like the one developed by Alberta University scientists. Why do natural invasive species have to be removed? It is because species like zebra mussels, which have invaded Canada\u2019s water bodies, consume precious nutrients. They multiply rapidly and other species in the water body starve and die out. This has an adverse effect on the ecosystem\u2019s biodiversity.<\/p>\n<p>Now, the new AI tool developed by the scientists knows much more than just one researcher would. The tool is <strong>combating environmental issues with artificial intelligence, <\/strong>which utilizes insect or plant invader information, aquatic environment, as well as the method used for removing them (chemically, manually, or a combination of both).<\/p>\n<p>The resulting program was found to be much more successful than researchers working on the field.<\/p>\n<h2>Protecting biodiversity using game theory<\/h2>\n<p><img decoding=\"async\" class=\"alignnone wp-image-63626\" src=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Biodiversity.jpg\" alt=\"biodiversity\" width=\"800\" height=\"544\" srcset=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Biodiversity.jpg 600w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Biodiversity-300x204.jpg 300w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Biodiversity-585x398.jpg 585w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><strong>Artificial intelligence and environmental sustainability<\/strong> has been used to protect the life of animals in the wild. Southern California University (USC)\u2019s CAIS (Center for Artificial Intelligence) has discovered that poaching rate has increased drastically in recent years. If this continues at the present rate, then rhinos and elephants will become extinct in just ten years\u2019 time. The last male Northern White Rhino\u2019s death has underscored the danger to the existence of various species in wild. <strong>Combating environmental issues with artificial intelligence <\/strong>can be an answer to environmental problems.<\/p>\n<h2>AI and wildlife conservation<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-63627\" src=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Microsoft-Azure-Machine-Learning.jpg\" alt=\"Microsoft Azure Machine Learning\" width=\"800\" height=\"485\" srcset=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Microsoft-Azure-Machine-Learning.jpg 800w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Microsoft-Azure-Machine-Learning-300x182.jpg 300w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Microsoft-Azure-Machine-Learning-768x466.jpg 768w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Microsoft-Azure-Machine-Learning-585x355.jpg 585w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>Image Source :\u00a0sec.ch9.ms<\/p><div class=\"38520354a5201685ddf480eec688e1a7\" data-index=\"2\" style=\"float: none; margin:10px 0 10px 0; text-align:center;\">\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js\"><\/script>\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block; text-align:center;\"\r\n     data-ad-layout=\"in-article\"\r\n     data-ad-format=\"fluid\"\r\n     data-ad-client=\"ca-pub-9477973674766713\"\r\n     data-ad-slot=\"8885944693\"><\/ins>\r\n<script>\r\n     (adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n\n<p><strong>Artificial intelligence and environmental sustainability <\/strong>have been used by USC CAIS and Microsoft to develop an AI program to apply to wildlife conservation. The collaboration is using Microsoft Azure Machine Learning with the unmanned aerial vehicles. This are equipped with thermal infrared cameras.<strong>\u00a0<\/strong><\/p>\n<p>Another way <strong>how AI is helping environmentalists<\/strong> is by detecting animals as well as identifying poachers in a particular area. This would empower forest rangers to intercept poachers before they can harm animals. The team is using predictive analysis and game theory to learn and track animal movements and the movement of poachers. USC CAIS and Microsoft are exploring ways in which AI in combination with game theory can improve environmental conservation. The partnership may be able to protect forestlands and oceans from poaching.<\/p>\n<h2>Preservation of water quality with AI<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-63628\" src=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Water-all-around-the-world-has-become-polluted.jpg\" alt=\"Water all around the world has become polluted\" width=\"800\" height=\"534\" srcset=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Water-all-around-the-world-has-become-polluted.jpg 800w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Water-all-around-the-world-has-become-polluted-300x200.jpg 300w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Water-all-around-the-world-has-become-polluted-768x513.jpg 768w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Water-all-around-the-world-has-become-polluted-585x390.jpg 585w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>Water all around the world has become polluted with industrial and other pollutants. Chesapeake Conservancy, which is considered to be one of the pioneers in precision conservation, has started using cloud technology to protect, monitor, and restore natural environment. This needs highly detailed as well as accurate land maps in order to identify and use. Land cover maps are also used to identify various environmental issues too, for example &#8211; pollutants getting into the bay waters via agricultural runoff.<\/p>\n<p>Microsoft, Chesapeake Conservancy, and Esri are working together and using deep learning as well as AI to build the latest map across the US.<\/p>\n<h2>Climate change and AI<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-63629\" src=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Climate-change-and-AI.jpg\" alt=\"Climate change and AI\" width=\"800\" height=\"534\" srcset=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Climate-change-and-AI.jpg 800w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Climate-change-and-AI-300x200.jpg 300w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Climate-change-and-AI-768x513.jpg 768w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Climate-change-and-AI-585x390.jpg 585w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>Climate change has become a problem we can no longer ignore. <strong>Handling climate change issues with artificial intelligence<\/strong> is a sensible idea as AI can process Big Data quickly and efficiently. Machines can help to analyze the data which is generated daily via sensors, gauges, as well as monitors. By processing the data about changing world conditions, land surfaces, etc. <strong>handling climate change issues with artificial intelligence <\/strong>\u00a0can allow to design models which can predict climate change in the future.<\/p>\n<p>The information that climate scientists gather, such as the rise of sea levels, severe weather patterns, etc. would be shared with decision makers in order to take steps to reduce emissions etc.<\/p>\n<h2>Food production and AI<\/h2>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-63630\" src=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Food-production-and-AI.jpg\" alt=\"Food production and AI\" width=\"800\" height=\"534\" srcset=\"https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Food-production-and-AI.jpg 800w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Food-production-and-AI-300x200.jpg 300w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Food-production-and-AI-768x513.jpg 768w, https:\/\/drprem.com\/guide\/wp-content\/uploads\/sites\/54\/2018\/07\/Food-production-and-AI-585x390.jpg 585w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/p>\n<p>Earth\u2019s population has increased manifolds and is continuing to increase. In the future, by the year 2050, farms have to double the produce. Farming methods today rely on using of pesticides, fertilizer, water, etc. without taking into consideration the changing climate. An organization called the Yield has started using sensors to give farmers instant updates on the crop status.<\/p>\n<p>The technology is powered by the Azure IoT Suite, and with the help of this AI and real-time weather conditions using Microsoft cloud, Yield helps farmer in many ways &#8211; such as letting them know the right time to plant their crops, irrigate, protect, feed, and harvest them.<\/p>\n<p>Using Yield\u2019s AI tech, a Tasmanian farm managed to save 30% irrigation cost and loss of water.<\/p>\n<p><strong>Artificial intelligence and environmental sustainability <\/strong>will be closely related in future. AI will be able to detect unpredictable weather patterns, allowing farmers to plant the right crops at the right time. AI will also be useful to protect land animal species as well as aquatic flora and fauna from poachers and natural invaders.<\/p>\n<div class=\"38520354a5201685ddf480eec688e1a7\" data-index=\"3\" style=\"float: none; margin:10px 0 10px 0; text-align:center;\">\n          <p><a id=\"link-15\" href=\"\" target=\"_blank\" rel=\"noopener noreferrer\">\r\n            <img decoding=\"async\" style=\"width:100%;height:auto;\" id=\"img-15\" src=\"\"><\/a><\/p>\r\n            <script>\r\n            var xmlhttp = new XMLHttpRequest();\r\n            xmlhttp.onreadystatechange = function() {\r\n              if (this.readyState == 4 && this.status == 200) {\r\n                var myObj = JSON.parse(this.responseText);\r\n                document.getElementById(\"link-\"+myObj.id).setAttribute('href',myObj.url);\r\n                document.getElementById(\"img-\"+myObj.id).setAttribute('src','https:\/\/fetch.drprem.com\/\/uploads\/'+myObj.image);\r\n              }\r\n            };\r\n            xmlhttp.open(\"GET\", \"https:\/\/fetch.drprem.com\/\/api\/Ads\/15\", true);\r\n            xmlhttp.send();\r\n            <\/script>\r\n        \r\n        <style>\r\n        *{box-sizing:border-box}.top-container{display: grid;grid-template-columns: auto auto auto;}.column{float:left;width:100%;padding: 0 7.5px 15px 7.5px;}.row{margin:0 -5px}.row:after{content:\"\";display:table;clear:both}@media screen and (max-width: 600px){.top-container{display: block;grid-template-columns: unset;}.column{width:100%;display:block;margin-bottom:20px}}.card{text-align:center;}.card_image img{width:100%}.card_body{padding:15px}.card_title{font-size: 14px;line-height: 19px;text-decoration: none;text-align:left;color: #333;}.card-heading{text-align: left;margin-bottom: 25px !important;}\r\n        <\/style>\r\n        <div class=\"row todays-top\">\r\n            <h3 class=\"card-heading\"> Recent Articles: <\/h3><div class=\"top-container\" id=\"todays-top\">\r\n        <\/div>\r\n        <\/div>\r\n        <script>\r\n            var xmlhttp = new XMLHttpRequest();\r\n            xmlhttp.onreadystatechange = function() {\r\n            if (this.readyState == 4 && this.status == 200) {\r\n            var myObj = JSON.parse(this.responseText); \r\n            myObj.forEach(function(item) {\r\n            document.getElementById('todays-top').innerHTML += '<div class=\"column\"><div class=\"card\"><div class=\"card_image\"><a href=\"'+item.url+'\"><img decoding=\"async\" src=\"'+item.image+'\"><\/a><\/div><div class=\"card_body\"><a href=\"'+item.url+'\"><h3 class=\"card_title\">'+item.title+'<\/h3><\/a><a href=\"'+item.url+'\">Read more<\/a><\/div><\/div><\/div>';\r\n            });\r\n            }\r\n            };\r\n            xmlhttp.open(\"GET\", \"https:\/\/fetch.drprem.com\/api\/Drprem_blogs\", true);\r\n            xmlhttp.send();\r\n            <\/script>\r\n        \r\n        \r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<style>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t.videoWrapper{position:relative;padding-bottom:56.25%;height:0}.videoWrapper iframe{position:absolute;top:0;left:0;width:100%;height:100%}\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/style>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"videoWrapper\" id=\"video_7\">\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<script>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\tvar xmlhttp = new XMLHttpRequest();\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            xmlhttp.onreadystatechange = function() {\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            if (this.readyState == 4 && this.status == 200) {\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                var myObj = JSON.parse(this.responseText);\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t                document.getElementById(\"video_\"+myObj.id).innerHTML = myObj.embed_video_code;\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            }\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            };\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            xmlhttp.open(\"GET\", \"https:\/\/fetch.drprem.com\/api\/Videos\/7\", true);\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t            xmlhttp.send();\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/script>\r\n\t\t\t\t\t\t\t\t\t\t\t\t\t\n<\/div>\n\n<div style=\"font-size: 0px; height: 0px; line-height: 0px; margin: 0; padding: 0; clear: both;\"><\/div>","protected":false},"excerpt":{"rendered":"<p>Artificial intelligence has been used in many fields to enhance research and help scientist handle big data in a short period of time. Artificial intelligence is now being used by environmentalists to find solutions for various environment related problems including [&hellip;]<\/p>\n","protected":false},"author":107,"featured_media":63631,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[20],"tags":[3065,3067,799,3068,3066,1955],"class_list":["post-63614","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-green-guide","tag-artificial-intelligence-and-environmental-sustainability","tag-combating-environmental-issues-with-artificial-intelligence","tag-featured","tag-handling-climate-change-issues-with-artificial-intelligence","tag-how-ai-is-helping-environmentalists","tag-top"],"_links":{"self":[{"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/posts\/63614","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/users\/107"}],"replies":[{"embeddable":true,"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/comments?post=63614"}],"version-history":[{"count":0,"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/posts\/63614\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/media\/63631"}],"wp:attachment":[{"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/media?parent=63614"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/categories?post=63614"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/drprem.com\/guide\/wp-json\/wp\/v2\/tags?post=63614"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}