{"id":21394,"date":"2018-06-12T18:38:22","date_gmt":"2018-06-12T13:08:22","guid":{"rendered":"http:\/\/blog.forumias.com\/?p=21394"},"modified":"2018-06-12T18:38:22","modified_gmt":"2018-06-12T13:08:22","slug":"artificial-intelligence","status":"publish","type":"post","link":"https:\/\/forumias.com\/blog\/artificial-intelligence\/","title":{"rendered":"Artificial Intelligence"},"content":{"rendered":"<p><a href=\"http:\/\/academy.forumias.com\/#mains\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"wp-image-21058 size-full\" src=\"https:\/\/i0.wp.com\/blog.forumias.com\/wp-content\/uploads\/2018\/06\/1005-x-100-pixel.png?resize=750%2C75\" alt=\"Mains Test Series\" width=\"750\" height=\"75\" \/><\/a><\/p>\n<p><strong><span style=\"color: #ff0000;\">Context:<\/span><\/strong><\/p>\n<p>The NITI-Aayog has put forward a discussion paper on artificial intelligence in India<\/p>\n<p><strong><span style=\"color: #ff0000;\">What is Artificial intelligence (AI)?<\/span><\/strong><\/p>\n<ul>\n<li>Artificial Intelligence is a way of making a computer, a computer-controlled robot, or software perform human-like tasks.<\/li>\n<li>It refers to the ability of machines to perform <strong><em>cognitive tasks <\/em><\/strong>like thinking, perceiving, learning, problem solving and decision making.<\/li>\n<li>There are two subsets under the umbrella term AI: <strong>Machine learning and Deep learning<\/strong><\/li>\n<li>Machine Learning involves the use of algorithms to parse data and learn from it. This enables making a determination or prediction.<\/li>\n<li>Deep learning is technique for implementing machine learning.<\/li>\n<li>The term was coined in 1956 by John McCarthy<\/li>\n<\/ul>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-21400 size-full\" src=\"https:\/\/i0.wp.com\/blog.forumias.com\/wp-content\/uploads\/2018\/06\/Capture.png?resize=538%2C232\" alt=\"\" width=\"538\" height=\"232\" srcset=\"https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/Capture.png?w=538&amp;ssl=1 538w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/Capture.png?resize=150%2C65&amp;ssl=1 150w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/Capture.png?resize=300%2C129&amp;ssl=1 300w\" sizes=\"auto, (max-width: 538px) 100vw, 538px\" \/><\/p>\n<p><strong><span style=\"color: #ff0000;\">Evolution of AI<\/span><\/strong><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-21401 size-full\" src=\"https:\/\/i0.wp.com\/blog.forumias.com\/wp-content\/uploads\/2018\/06\/1950.png?resize=574%2C415\" alt=\"\" width=\"574\" height=\"415\" srcset=\"https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/1950.png?w=574&amp;ssl=1 574w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/1950.png?resize=150%2C108&amp;ssl=1 150w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/1950.png?resize=300%2C217&amp;ssl=1 300w\" sizes=\"auto, (max-width: 574px) 100vw, 574px\" \/><\/p>\n<p><strong><span style=\"color: #ff0000;\">Categorization of AI:<\/span><\/strong><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-21402 size-full\" src=\"https:\/\/i0.wp.com\/blog.forumias.com\/wp-content\/uploads\/2018\/06\/cayegoruy.png?resize=698%2C175\" alt=\"\" width=\"698\" height=\"175\" srcset=\"https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/cayegoruy.png?w=698&amp;ssl=1 698w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/cayegoruy.png?resize=150%2C38&amp;ssl=1 150w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/cayegoruy.png?resize=300%2C75&amp;ssl=1 300w\" sizes=\"auto, (max-width: 698px) 100vw, 698px\" \/><\/p>\n<p><strong><span style=\"color: #ff0000;\">Advantages of AI<\/span><\/strong><\/p>\n<ul>\n<li>No leisure time required<\/li>\n<li>Lower error rate compared to humans. Better precision and accuracy. Eg: Robotic radio surgery<\/li>\n<li>Better speed<\/li>\n<li>Not affected by surrounding environment<\/li>\n<li>Replace humans in repetitive, tedious tasks<\/li>\n<li>Better user experience through predictive technology e.g. Help in predicting what a user will type, ask, search, and do. Can easily act as assistants and recommend actions.<\/li>\n<li>Interact with humans for entertainment or a task. E.g. Sophia robot<\/li>\n<li>Logical \u2013 devoid of emotions. Can make rational decisions with less or no mistakes.<\/li>\n<\/ul>\n<p><strong><span style=\"color: #ff0000;\">Disadvantages:<\/span><\/strong><\/p>\n<ul>\n<li>Initial cost too high<\/li>\n<li>Cannot take decisions if they encounter a situation unfamiliar to them.<\/li>\n<li>Repair costs are high<\/li>\n<li>May lead to destruction, if put in the wrong hands. E.g. terrorists<\/li>\n<li>May have Impact on employment<\/li>\n<li>Ethical concerns:<\/li>\n<\/ul>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-21403 size-full\" src=\"https:\/\/i0.wp.com\/blog.forumias.com\/wp-content\/uploads\/2018\/06\/the-map.png?resize=511%2C216\" alt=\"\" width=\"511\" height=\"216\" srcset=\"https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/the-map.png?w=511&amp;ssl=1 511w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/the-map.png?resize=150%2C63&amp;ssl=1 150w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/the-map.png?resize=300%2C127&amp;ssl=1 300w\" sizes=\"auto, (max-width: 511px) 100vw, 511px\" \/><\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-21404 size-full\" src=\"https:\/\/i0.wp.com\/blog.forumias.com\/wp-content\/uploads\/2018\/06\/elon.png?resize=702%2C109\" alt=\"\" width=\"702\" height=\"109\" srcset=\"https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/elon.png?w=702&amp;ssl=1 702w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/elon.png?resize=150%2C23&amp;ssl=1 150w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/elon.png?resize=300%2C47&amp;ssl=1 300w\" sizes=\"auto, (max-width: 702px) 100vw, 702px\" \/><\/p>\n<p><strong><span style=\"color: #ff0000;\">Application of AI:<\/span><\/strong><\/p>\n<ol>\n<li><strong>Agriculture:<\/strong><\/li>\n<\/ol>\n<p>Application of AI in agriculture can help in increasing crop yield by providing real-time advisory, early detection of pest attacks, prediction of crop prices, precision farming etc.<\/p>\n<p><strong>Examples:<\/strong><\/p>\n<ol>\n<li><span style=\"text-decoration: underline;\">PEAT \u2013 Machine Vision for Diagnosing Pests \/ Soil Defects<\/span><\/li>\n<\/ol>\n<p>Berlin-based agricultural tech start-up PEAT has developed a deep learning application called <strong>Plantix<\/strong> that reportedly identifies potential defects and nutrient deficiencies in soil.<\/p>\n<ol>\n<li><span style=\"text-decoration: underline;\">CROPTIX- diagnose crop diseases in the field and alert rural farmers in Kenya<\/span><\/li>\n<\/ol>\n<p>It is a new mobile app that uses artificial intelligence to accurately diagnose crop diseases in the field<\/p>\n<ol>\n<li><span style=\"text-decoration: underline;\">Microsoft -ICRISAT AI Sowing App: <\/span>The app sends sowing advisories to participating farmers on the optimal date to sow<\/li>\n<li><strong>Healthcare:<\/strong><\/li>\n<\/ol>\n<p>Can be used in diagnosis, treatment design, imaging diagnosis, early detections of disease outbreaks, robot assisted surgeries, virtual nurse assistants etc.<\/p>\n<p><span style=\"text-decoration: underline;\"><strong>Examples:<\/strong><\/span><\/p>\n<ol>\n<li><span style=\"text-decoration: underline;\">Sensely\u2019s \u201cMolly\u201d<\/span>&#8211; an AI-powered nurse used by UCSF and the UK\u2019s NHS to interact with patients<\/li>\n<li>Recently, researchers at an Oxford hospital developed AI that can diagnose scans for heart disease and lung cancer<\/li>\n<li><strong>Education:<\/strong><\/li>\n<\/ol>\n<ul>\n<li>Can be used for developing tools for customised learning, interactive and intelligent tutoring systems, and predicting tools- for example predicting dropouts<\/li>\n<li>Can also be used in developing automated teacher posting and transfer systems, using analytics based on demand \u2013 supply gaps across schools<\/li>\n<\/ul>\n<p><span style=\"text-decoration: underline;\"><strong>Example:<\/strong><\/span><\/p>\n<p><span style=\"text-decoration: underline;\">Pearsons\u2019 WriteToLearn software:<\/span><\/p>\n<p>It uses natural language processing technology to give students personalised feedback, hints, and tips to improve their writing skills<\/p>\n<ol start=\"4\">\n<li><strong>Urban planning:<\/strong><\/li>\n<\/ol>\n<p>Can be used for optimizing infrastructure in cities, service delivery, crowd management, cyber security, public safety and water and waste management<\/p>\n<p><span style=\"text-decoration: underline;\"><strong>Examples:<\/strong><\/span><\/p>\n<p><span style=\"text-decoration: underline;\">Bandicoot<\/span><\/p>\n<p>In Kerala, engineers have developed sewer-cleaning robots to put an end to manual scavenging<\/p>\n<ol start=\"5\">\n<li><strong>Transportation:<\/strong><\/li>\n<\/ol>\n<ul>\n<li>Can be used in developing AI-based traffic management system including sensors, CCTV cameras, automatic number plate recognition cameras, speed detection cameras, signalised pedestrian crossings<\/li>\n<li>Can help in predictions in public transport journeys<\/li>\n<li>Can help in optimising parking<\/li>\n<\/ul>\n<p><span style=\"text-decoration: underline;\"><strong>Example:<\/strong><\/span><\/p>\n<p>Intelligent traffic signals at Pittsburgh<\/p>\n<p>Smart parking garages in USA<\/p>\n<ol start=\"6\">\n<li><strong>Retail<\/strong><\/li>\n<\/ol>\n<p>Can be used in customer demand anticipation, improved inventory management, \u00a0efficient delivery management, interaction with customers etc<\/p>\n<p><span style=\"text-decoration: underline;\"><strong>Example:<\/strong><\/span><\/p>\n<p><span style=\"text-decoration: underline;\">Japan\u2019s Pepper:<\/span><\/p>\n<p>It is a humanoid robot that can interact with customers and \u201cperceive human emotions\u201d.<\/p>\n<ol start=\"7\">\n<li><strong>Manufacturing:<\/strong><\/li>\n<\/ol>\n<p>Can be used in supply chain management, predictive maintenance, logistics, and quality assurance<\/p>\n<p><span style=\"text-decoration: underline;\"><strong>Example:<\/strong><\/span><\/p>\n<p><span style=\"text-decoration: underline;\">General Electric\u2019s Brilliant Manufacturing:<\/span><\/p>\n<p>Designed to make the entire manufacturing process more efficient and thus reduce costs.<\/p>\n<ol start=\"8\">\n<li><strong>Energy<\/strong><\/li>\n<\/ol>\n<p>Can be used in energy system modelling, predictive analysis, demand and infrastructure management, renewable management, building energy efficient buildings, etc<\/p>\n<p><span style=\"text-decoration: underline;\"><strong>Example:<\/strong><\/span><\/p>\n<p><span style=\"text-decoration: underline;\">EWeLiNE, Germany:<\/span><\/p>\n<p>It can work as an early-warning system for grid-operators to assist them in calculating renewable-energy output over the next 48 hours using AI<\/p>\n<ol start=\"9\">\n<li><strong>Defence:<\/strong><\/li>\n<\/ol>\n<p>Areas of application of AI in defence include:<\/p>\n<ul>\n<li>Intelligent and Autonomous Unmanned Weapon Systems<\/li>\n<li>Tactical artificial intelligence: Tactical AI analyzes the battlefield and acts on information by creating a Course of Action that exploit the weaknesses in enemy\u2019s position<\/li>\n<li>AI-Enabled Data Fusion, Information Processing, and Intelligence Analysis<\/li>\n<li>Cyber defence and cyber warfare<\/li>\n<\/ul>\n<p><strong>Examples:<\/strong><\/p>\n<p><span style=\"text-decoration: underline;\">AI powered planning tool, USA<\/span><\/p>\n<p><span style=\"color: #ff0000;\"><strong><u>Global Developments:<\/u><\/strong><\/span><\/p>\n<p>Various initiatives taken by countries to promote and develop artificial intelligence<\/p>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-21405 size-full\" src=\"https:\/\/i0.wp.com\/blog.forumias.com\/wp-content\/uploads\/2018\/06\/country.png?resize=698%2C253\" alt=\"\" width=\"698\" height=\"253\" srcset=\"https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/country.png?w=698&amp;ssl=1 698w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/country.png?resize=150%2C54&amp;ssl=1 150w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/country.png?resize=300%2C109&amp;ssl=1 300w\" sizes=\"auto, (max-width: 698px) 100vw, 698px\" \/><\/p>\n<p><strong><span style=\"color: #ff0000;\">Artificial Intelligence in India<\/span><\/strong><\/p>\n<p><strong><span style=\"color: #ff0000;\"><u>Why does India need AI?<\/u><\/span><\/strong><\/p>\n<ol>\n<li><strong>To reap economic benefit<\/strong><\/li>\n<\/ol>\n<ul>\n<li>According to a research by Accenture, AI can boost India\u2019s annual growth rate by 1.3 percentage points by 2035.<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>Business opportunities: Can host enterprises and institutions globally to develop AI technology which can be easily implemented in the rest of the developing and emerging economies<\/li>\n<li>Social development and inclusive growth<\/li>\n<\/ol>\n<p><span style=\"color: #ff0000;\"><strong><u>AI developments in India:<\/u><\/strong><\/span><\/p>\n<p><strong>Business<\/strong><\/p>\n<ul>\n<li>There has been an increase in AI focused start-ups<\/li>\n<li>According to a PwC research, 36 percent large financial establishments in India have invested in AI technologies<\/li>\n<li>Artificial Intelligence Industry in India is currently estimated to be $180 Million annually in revenues<\/li>\n<\/ul>\n<p><strong>Defence:<\/strong><\/p>\n<ul>\n<li>Center for Artificial Intelligence and Robotics (CAIR) in DRDO conducts research in artificial intelligence<\/li>\n<li>Indian Army already has Wheeled Robot with Passive Suspension, Snake Robot, Legged Robot, Wall-Climbing Robot, and Robot Sentry,<\/li>\n<li>CAIR has been working on a project to develop a Multi Agent Robotics Framework (MARF)- will have array of robots functioning as human soldiers<\/li>\n<\/ul>\n<p><strong>Health Sector:<\/strong><\/p>\n<ul>\n<li>NITI Aayog is working with Microsoft and Forus Health to introduce a technology for early detection of diabetic retinopathy as a pilot project<\/li>\n<li>3nethra developed by Forus Health for detecting common eye problems<\/li>\n<\/ul>\n<p><strong>Agriculture:<\/strong><\/p>\n<ul>\n<li>NITI Aayog and IBM have partnered to develop a crop yield prediction model using AI to provide real time advisory to farmers.<\/li>\n<\/ul>\n<p><strong>Education:<\/strong><\/p>\n<ul>\n<li>Andhra Pradesh government has collaborated with Microsoft to predict drop-outs and address the issue<\/li>\n<\/ul>\n<p><strong>Urban infrastructure and Transport:<\/strong><\/p>\n<ul>\n<li>Pune Street Light Project- energy efficient street lights: can be remote controlled through a Supervisory Control and Data Acquisition (SCADA) systems.<\/li>\n<li>Surat has collaborated with Microsoft to develop solutions for water management and urban planning.<\/li>\n<li>Traffic Management System based on radar-based monitoring with the help of AI to be used in Delhi<\/li>\n<\/ul>\n<ol>\n<li><span style=\"color: #ff0000;\"><strong><u> Kamakoti Committee:<\/u><\/strong><\/span><\/li>\n<\/ol>\n<p>AI Task Force headed by V.Kamakoti was set up to to explore possibilities to leverage AI for development across various fields.<\/p>\n<p>Key recommendations:<\/p>\n<ol>\n<li>Set up digital data banks, marketplaces and exchanges to ensure availability of cross-industry information<\/li>\n<li>Data ombudsman: to address data-related issues and grievances.<\/li>\n<li>Ensure availability of funds for R&amp;D<\/li>\n<li>Setting up National Artificial Intelligence Mission (N-AIM)<\/li>\n<\/ol>\n<p>10 domains need attention:<\/p>\n<ul>\n<li>Manufacturing<\/li>\n<\/ul>\n<ul>\n<li>Fintech<\/li>\n<li>Healthcare<\/li>\n<li>Agriculture<\/li>\n<li>Education<\/li>\n<li>Retail\/Customer engagement<\/li>\n<li>Public utility services<\/li>\n<li>Aid for differently-abled persons\/Accessibility technology<\/li>\n<li>Environment<\/li>\n<li>National security<\/li>\n<\/ul>\n<ol start=\"5\">\n<li>Education and awareness<\/li>\n<\/ol>\n<p><span style=\"color: #ff0000;\"><strong><u>National strategy on artificial intelligence<\/u><\/strong><\/span><\/p>\n<ul>\n<li>NITI Aayog in its recent discussion paper addresses the national strategy on artificial intelligence.<\/li>\n<li>It identifies <strong>5 cores areas<\/strong> for application of artificial intelligence:<\/li>\n<\/ul>\n<ol>\n<li><strong>Healthcare<\/strong>: increased access and affordability of quality healthcare<\/li>\n<li><strong>Agriculture<\/strong>: enhanced farmers\u2019 income, increased farm productivity and reduction of wastage<\/li>\n<li><strong>Education<\/strong>: improved access and quality of education<\/li>\n<li><strong>Smart Cities and Infrastructure<\/strong>: efficient and connectivity for the burgeoning urban population<\/li>\n<li><strong>Smart Mobility and Transportation<\/strong>: smarter and safer modes of transportation and better traffic and congestion problems<\/li>\n<\/ol>\n<p><span style=\"color: #ff0000;\"><strong><u>Challenges to Adoption in India<\/u><\/strong><\/span><\/p>\n<ol>\n<li>Unavailability of proper data ecosystem<\/li>\n<li>Insufficient funding and research in AI.<\/li>\n<li>Inadequate availability of AI expertise, manpower and skilling opportunities<\/li>\n<li>High resource cost<\/li>\n<li>Low awareness for adopting AI in business processes<\/li>\n<li>Lack of proper privacy, security and ethical regulations<\/li>\n<li>Unattractive Intellectual Property regime. This hinders research and adoption of AI<\/li>\n<li>Unemployment issues<\/li>\n<\/ol>\n<p><span style=\"color: #ff0000;\"><strong><u>Way Forward<\/u><\/strong><\/span><\/p>\n<ol>\n<li>Research:<\/li>\n<\/ol>\n<ul>\n<li>Two-tiered structure for AI research:<\/li>\n<\/ul>\n<ol>\n<li>Centre of Research Excellence (CORE) focused on developing a better understanding of existing core research and pushing technology frontiers through creation of new knowledge<\/li>\n<li>International Centres of Transformational AI (ICTAI) for developing and deploying application-based research. Private sector collaboration is considered to be a key aspect of ICTAIs.<\/li>\n<\/ol>\n<p><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-21406 size-full\" src=\"https:\/\/i0.wp.com\/blog.forumias.com\/wp-content\/uploads\/2018\/06\/figur.png?resize=281%2C249\" alt=\"\" width=\"281\" height=\"249\" srcset=\"https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/figur.png?w=281&amp;ssl=1 281w, https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/figur.png?resize=150%2C133&amp;ssl=1 150w\" sizes=\"auto, (max-width: 281px) 100vw, 281px\" \/><\/p>\n<ul>\n<li>Increased public sector spending.<\/li>\n<li>Private investment<\/li>\n<li>Achieve excellence in AI research<\/li>\n<\/ul>\n<p><u>Best Practice:<\/u><\/p>\n<ul>\n<li>EU\u2019s Robotics Public Private Partnership, 2013:<\/li>\n<li>One of the biggest civilian research programme- has helped Europe in emerging among top robot manufacturers.<\/li>\n<\/ul>\n<ol start=\"2\">\n<li>Skilling and Re-skilling of workforce, help in adoption of AI<\/li>\n<li>Facilitating creation of large foundational annotated data sets<\/li>\n<li>Partnership of Industries and Academia<\/li>\n<li>Supporting start-ups<\/li>\n<li>Spreading awareness on advantages of AI<\/li>\n<li>Taxing of Robots: Bill Gates had suggested that governments should tax companies using robots. This tax could be used for funding human services.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>Context: The NITI-Aayog has put forward a discussion paper on artificial intelligence in India What is Artificial intelligence (AI)? Artificial Intelligence is a way of making a computer, a computer-controlled robot, or software perform human-like tasks. It refers to the ability of machines to perform cognitive tasks like thinking, perceiving, learning, problem solving and decision&hellip; <a class=\"more-link\" href=\"https:\/\/forumias.com\/blog\/artificial-intelligence\/\">Continue reading <span class=\"screen-reader-text\">Artificial Intelligence<\/span><\/a><\/p>\n","protected":false},"author":61,"featured_media":21398,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"footnotes":""},"categories":[27],"tags":[],"class_list":["post-21394","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-featured-editorials","entry"],"jetpack_featured_media_url":"https:\/\/i0.wp.com\/forumias.com\/blog\/wp-content\/uploads\/2018\/06\/10cd4c24-1be3-11e8-ba26-4f9ea6a8f74e.jpg?fit=1018%2C572&ssl=1","views":{"total":672,"cached_at":""},"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/posts\/21394","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/users\/61"}],"replies":[{"embeddable":true,"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/comments?post=21394"}],"version-history":[{"count":0,"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/posts\/21394\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/media\/21398"}],"wp:attachment":[{"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/media?parent=21394"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/categories?post=21394"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/forumias.com\/blog\/wp-json\/wp\/v2\/tags?post=21394"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}