{"id":51,"date":"2016-05-29T16:34:54","date_gmt":"2016-05-29T20:34:54","guid":{"rendered":"http:\/\/intro-to-new-media.local\/?page_id=51"},"modified":"2025-07-15T15:04:07","modified_gmt":"2025-07-15T19:04:07","slug":"ai-ml","status":"publish","type":"page","link":"https:\/\/nmi.cool\/intro\/ai-ml\/","title":{"rendered":"AI (Artificial Intelligence) + ML (Machine Learning)"},"content":{"rendered":"<div class=\"wp-block-image size-large wp-image-429\">\n<figure class=\"aligncenter\"><img decoding=\"async\" src=\"https:\/\/nmi.cool\/wp-content\/uploads\/sites\/4\/2016\/05\/Sony_Qrio_Robot_2-768x1024.png\" alt=\"Not this kind of 'bot\" class=\"wp-image-429\"\/><figcaption class=\"wp-element-caption\">Not this kind of &#8216;bot (<a href=\"https:\/\/commons.wikimedia.org\/wiki\/File:Sony_Qrio_Robot_2.png\">image source<\/a>)<\/figcaption><\/figure>\n<\/div>\n\n\n<div class=\"wp-block-group lesson-block lesson-intro\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading\">What to watch for<\/h2>\n\n\n\n<p>After completing this lesson, you&#8217;ll be able to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Describe the current state of artificial intelligence<\/li>\n\n\n\n<li>Relate&nbsp;the history of artificial intelligence<\/li>\n\n\n\n<li>Outline the various use cases for bots<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<p>This lesson marks this class&#8217;s foray into the world of the up-to-the-minute and the near future. Bots are really just a subset of AI <a href=\"#footnote-1-51\" id=\"note-1-51\" rel=\"footnote\">1<\/a>, but they&#8217;re also getting a lot of attention at the moment, so there they are in the title of the lesson.<\/p>\n\n\n\n<p>Let&#8217;s get started!<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Required readings:<\/h2>\n\n\n\n<div class=\"wp-block-group lesson-block required-readings\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h4 class=\"wp-block-heading\">\ud83d\udcda &#8220;<a href=\"https:\/\/nmi.cool\/intro\/wp-content\/uploads\/sites\/4\/2021\/10\/Artificial-Intelligence-Swarms-Silicon-Valley-on-Wings-and-Wheels-The-New-York-Times.pdf\">Artificial Intelligence Swarms Silicon Valley on Wings and Wheels<\/a>&#8221; by John Markoff<\/h4>\n\n\n\n<p><em>(1,444 words \/ 8-10 minutes)<\/em><\/p>\n<\/div><\/div>\n\n\n\n<p>An excellent overview of the current level of excitement about AI. Also does some nice contextualization of the current boom in interest in AI as compared to previous tech booms.<\/p>\n\n\n\n<div class=\"wp-block-group lesson-block required-readings\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h4 class=\"wp-block-heading\">\ud83d\udcda &#8220;<a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_intelligence\">Artificial intelligence<\/a>&#8220;,\u00a0<em>Wikipedia<\/em><\/h4>\n\n\n\n<p><em>(11,271 words \/ 57-65 minutes, but see below\u2014many sections can be skimmed, so probably much shorter)<\/em><\/p>\n<\/div><\/div>\n\n\n\n<p>Lots of good stuff in the introductory summary paragraph here:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p><b>Artificial intelligence<\/b> (<b>AI<\/b>, also <b>machine intelligence<\/b>, <b>MI<\/b>) is <a title=\"Intelligence\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Intelligence\">intelligence<\/a> demonstrated by <a title=\"Machine\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Machine\">machines<\/a>, in contrast to the <b>natural intelligence<\/b>(<b>NI<\/b>) displayed by humans and other animals. In <a title=\"Computer science\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Computer_science\">computer science<\/a> AI research is defined as the study of &#8220;<a title=\"Intelligent agent\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Intelligent_agent\">intelligent agents<\/a>&#8220;: any device that perceives its environment and takes actions that maximize its chance of successfully achieving its goals.<sup id=\"cite_ref-Definition_of_AI_1-0\" class=\"reference\"><\/sup> Colloquially, the term &#8220;artificial intelligence&#8221; is applied when a machine mimics &#8220;cognitive&#8221; functions that humans associate with other <a class=\"mw-redirect\" title=\"Human mind\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Human_mind\">human minds<\/a>, such as &#8220;learning&#8221; and &#8220;problem solving&#8221;.<sup id=\"cite_ref-FOOTNOTERussellNorvig20092_2-0\" class=\"reference\"><\/sup><\/p>\n\n\n\n<p>The scope of AI is disputed: as machines become increasingly capable, tasks considered as requiring &#8220;intelligence&#8221; are often removed from the definition, a phenomenon known as the <a title=\"AI effect\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/AI_effect\">AI effect<\/a>, leading to the quip, &#8220;AI is whatever hasn&#8217;t been done yet.&#8221; For instance, <a title=\"Optical character recognition\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Optical_character_recognition\">optical character recognition<\/a> is frequently excluded from &#8220;artificial intelligence&#8221;, having become a routine technology.<sup id=\"cite_ref-4\" class=\"reference\"><\/sup> Capabilities generally classified as AI as of 2017 include successfully <a title=\"Natural language understanding\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Natural_language_understanding\">understanding human speech<\/a>,&nbsp;<sup id=\"cite_ref-FOOTNOTERussellNorvig2009_5-0\" class=\"reference\"><\/sup>competing at the highest level in <a class=\"mw-redirect\" title=\"Strategic game\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Strategic_game\">strategic game<\/a> systems (such as <a title=\"Chess\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Chess\">chess<\/a> and <a title=\"Go (game)\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Go_(game)\">Go<\/a><sup id=\"cite_ref-bbc-alphago_6-0\" class=\"reference\"><\/sup>), <a title=\"Autonomous car\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Autonomous_car\">autonomous cars<\/a>, intelligent routing in <a title=\"Content delivery network\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Content_delivery_network\">content delivery network<\/a> and <a class=\"mw-redirect\" title=\"Military simulations\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Military_simulations\">military simulations<\/a>.<\/p>\n\n\n\n<p>Artificial intelligence was founded as an academic discipline in 1956, and in the years since has experienced several waves of optimism, followed by disappointment and the loss of funding (known as an &#8220;<a title=\"AI winter\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/AI_winter\">AI winter<\/a>&#8220;), followed by new approaches, success and renewed funding.<sup id=\"cite_ref-AI_in_the_80s_8-1\" class=\"reference\"><\/sup><sup id=\"cite_ref-AI_in_2000s_11-0\" class=\"reference\"><\/sup> For most of its history, AI research has been divided into subfields that often fail to communicate with each other.&nbsp;<sup id=\"cite_ref-Fragmentation_of_AI_12-0\" class=\"reference\"><\/sup>These sub-fields are based on technical considerations, such as particular goals (e.g. &#8220;robotics&#8221; or &#8220;machine learning&#8221;),<sup id=\"cite_ref-Problems_of_AI_13-0\" class=\"reference\"><\/sup> the use of particular tools (&#8220;logic&#8221; or <a title=\"Artificial neural network\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_neural_network\">artificial neural networks<\/a>), or deep philosophical differences.&nbsp;<sup id=\"cite_ref-Biological_intelligence_vs._intelligence_in_general_14-0\" class=\"reference\"><\/sup>Subfields have also been based on social factors (particular institutions or the work of particular researchers).<sup id=\"cite_ref-Fragmentation_of_AI_12-1\" class=\"reference\"><\/sup><\/p>\n\n\n\n<p>The traditional problems (or goals) of AI research include <a title=\"Automated reasoning\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Automated_reasoning\">reasoning<\/a>, <a class=\"mw-redirect\" title=\"Knowledge representation\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Knowledge_representation\">knowledge representation<\/a>, <a title=\"Automated planning and scheduling\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Automated_planning_and_scheduling\">planning<\/a>, <a title=\"Machine learning\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Machine_learning\">learning<\/a>, <a class=\"mw-redirect\" title=\"Natural language processing\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Natural_language_processing\">natural language processing<\/a>, <a title=\"Machine perception\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Machine_perception\">perception<\/a> and the ability to move and manipulate objects.&nbsp;<sup id=\"cite_ref-Problems_of_AI_13-1\" class=\"reference\"><\/sup><a title=\"Artificial general intelligence\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_general_intelligence\">General intelligence<\/a> is among the field&#8217;s long-term goals.&nbsp;<sup id=\"cite_ref-General_intelligence_17-0\" class=\"reference\"><\/sup>Approaches include <a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_intelligence#Statistical\">statistical methods<\/a>, <a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_intelligence#Sub-symbolic\">computational intelligence<\/a>, and <a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_intelligence#Symbolic\">traditional symbolic AI<\/a>. Many tools are used in AI, including versions of <a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_intelligence#Search_and_optimization\">search and mathematical optimization<\/a>, <a title=\"Artificial neural network\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_neural_network\">artificial neural networks<\/a>, and <a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_intelligence#Probabilistic_methods_for_uncertain_reasoning\">methods based on statistics, probability and economics<\/a>. The AI field draws upon <a title=\"Computer science\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Computer_science\">computer science<\/a>, <a title=\"Mathematics\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Mathematics\">mathematics<\/a>, <a title=\"Psychology\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Psychology\">psychology<\/a>, <a title=\"Linguistics\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Linguistics\">linguistics<\/a>, <a title=\"Philosophy\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Philosophy\">philosophy<\/a> and many others.<\/p>\n\n\n\n<p>The field was founded on the claim that <a title=\"Human intelligence\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Human_intelligence\">human intelligence<\/a> &#8220;can be so precisely described that a machine can be made to simulate it&#8221;.<sup id=\"cite_ref-18\" class=\"reference\"><\/sup> This raises philosophical arguments about the nature of the <a title=\"Mind\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Mind\">mind<\/a> and the ethics of creating artificial beings endowed with human-like intelligence which are issues that have been explored by <a class=\"mw-redirect\" title=\"History of AI\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/History_of_AI#AI_in_myth,_fiction_and_speculation\">myth<\/a>, <a title=\"Artificial intelligence in fiction\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Artificial_intelligence_in_fiction\">fiction<\/a> and <a class=\"mw-redirect\" title=\"Philosophy of AI\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Philosophy_of_AI\">philosophy<\/a> since <a title=\"Ancient history\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Ancient_history\">antiquity<\/a>.<sup id=\"cite_ref-McCorduck's_thesis_19-0\" class=\"reference\"><\/sup> Some people also consider AI to be <a title=\"Technological singularity\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Technological_singularity\">a danger to humanity<\/a> if it progresses unabatedly.<sup id=\"cite_ref-20\" class=\"reference\"><\/sup> Others believe that AI, unlike previous technological revolutions, will create a <a title=\"Technological unemployment\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Technological_unemployment#21st_century\">risk of mass unemployment<\/a>.<sup id=\"cite_ref-guardian_jobs_debate_21-0\" class=\"reference\"><\/sup><\/p>\n\n\n\n<p>In the twenty-first century, AI techniques have experienced a resurgence following concurrent advances in <a title=\"Computer performance\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Computer_performance\">computer power<\/a>, large amounts of <a title=\"Big data\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Big_data\">data<\/a>, and theoretical understanding; and AI techniques have become an essential part of the <a class=\"mw-redirect\" title=\"Technology industry\" href=\"https:\/\/en.m.wikipedia.org\/wiki\/Technology_industry\">technology industry<\/a>, helping to solve many challenging problems in computer science.<sup id=\"cite_ref-AI_widely_used_22-0\" class=\"reference\"><\/sup><sup id=\"cite_ref-AI_in_2000s_11-1\" class=\"reference\"><\/sup><\/p>\n<\/blockquote>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<ul><li>Spend some time poking around the links in that paragraph. Of particular interest are the setbacks mentioned in the third paragraph. Thinking about people investigating AI with the computer technology of the 50s is really something else\u2014such vision, they must have had, when the technology was so primitive.<\/li><li>The &#8220;Approaches&#8221; section is pretty nerdy, even for this class\u2014feel free to skim \/ skip. (But if you like this stuff, good news\u2014AI is a booming career field, and if you learn it, you&#8217;ll have work for a long time! <a href=\"#footnote-2-51\" id=\"note-2-51\" rel=\"footnote\">2<\/a>)<\/li><li>The &#8220;Technology&#8221; section, while still pretty nerdy, is worth reading. Don&#8217;t feel that you need to understand the details of each tool, just the big picture idea behind each as best as you can.<\/li><li>Be sure to follow the link for the <a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Turing_test\">Turing test<\/a>. If you&#8217;re going to be a tech-savvy person, you need to know what it is, and you definitely need to know who <a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Alan_Turing\">Alan Turing<\/a> is, too. <\/li><li>The &#8220;Philosophy&#8221; section is full of so many interesting ideas. It&#8217;ll be unbelievably interesting (probably at turns delightful and horrific) to watch as more and more of the ideas here move from the theoretical to the practical in our lifetimes.<\/li><li>There are, of course, great gobs of fiction \/ literature \/ film \/ games \/ etc. about AI, and rightly so.<\/li><li>Spend a bit of time reading about  Isaac Asimov&#8217;s Three Laws of Robotics, which have since been carried over from robots in particular to AI in general.<\/li><\/ul>\n\n\n\n<div class=\"wp-block-group lesson-block required-readings\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h4 class=\"wp-block-heading\">\ud83d\udcda MarI\/O, via <a href=\"http:\/\/kottke.org\/15\/06\/mario\">Kottke<\/a><\/h4>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<p>Kottke.org (where I first saw the video) is one of my absolute favorite blogs. If you at all like any of the stuff we&#8217;re talking about in this course, my guess is that you&#8217;d like regularly reading the site.<\/p>\n\n\n\n<p>Anyway, the video:<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"MarI\/O - Machine Learning for Video Games\" width=\"660\" height=\"371\" src=\"https:\/\/www.youtube.com\/embed\/qv6UVOQ0F44?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<p>Really watch the whole thing\u2014it&#8217;s such a great explanation of what machine learning and neural networks are. Enjoy.<\/p>\n\n\n\n<p>(PS Here&#8217;s the <a href=\"https:\/\/en.m.wikipedia.org\/wiki\/Machine_learning\">relevant Wikipedia page<\/a> if you want to dig deeper into the concept of machine learning, which you probably should.)<\/p>\n\n\n\n<div class=\"wp-block-group lesson-block required-readings\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h4 class=\"wp-block-heading\">\ud83d\udcda &#8220;<a href=\"https:\/\/readthink.com\/why-is-everyone-so-excited-about-bots-b19e0c71dd2e#.61w4vcd82\">Why is everyone so excited about bots?<\/a>&#8221; by Hubspot Research<\/h4>\n\n\n\n<p><em>(1,668 words \/ 9-11 minutes)<\/em><\/p>\n<\/div><\/div>\n\n\n\n<p>A nice overview of why everyone&#8217;s so excited about bots, in particular, among the sea of excitement about AI in general. Here&#8217;s a great summary quote:<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>The type of bots getting the most coverage use <a class=\"markup--anchor markup--p-anchor\" href=\"https:\/\/medium.com\/the-layer\/the-future-of-conversational-ui-belongs-to-hybrid-interfaces-8a228de0bdb5#.fx4bw87p1\" data-href=\"https:\/\/medium.com\/the-layer\/the-future-of-conversational-ui-belongs-to-hybrid-interfaces-8a228de0bdb5#.fx4bw87p1\">conversational UI<\/a> and interface with an existing messaging application. They help the user of the app find information or get something done in a seamless, automated way through text-based commands (think typing out: \u201cHey, Pizza Hut bot! Send me a large pepperoni pizza\u201d and the pizza shows up at your door 30 minutes later).<\/p>\n<\/blockquote>\n\n\n\n<p>The concept of conversational UI is very important (see: Apple&#8217;s Siri, Amazon&#8217;s Alexa, Google Now, Microsoft&#8217;s Cortana, etc.)<\/p>\n\n\n\n<p>(PS If you liked this piece but want another pass at the topic, try <a href=\"http:\/\/www.recode.net\/2016\/4\/11\/11586022\/what-are-bots\">this one<\/a> by Recode.)<\/p>\n\n\n\n<div class=\"wp-block-group lesson-block additional-readings\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Non-required readings<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">&#8220;<a href=\"http:\/\/www.news.gatech.edu\/2016\/05\/09\/artificial-intelligence-course-creates-ai-teaching-assistant\">Artificial Intelligence Course Creates AI Teaching Assistant<\/a>&#8221; by Jason Maderer<\/h3>\n\n\n\n<p>Really fascinating story about an AI TA, shared with me by Amy Waters. There&#8217;s also a <a href=\"https:\/\/www.youtube.com\/watch?v=WbCguICyfTA\">TEDx talk<\/a> with the teacher, too. And no, none of the TAs for this course are AIs (yet).<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group lesson-block discussion-questions\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 class=\"wp-block-heading\">Discussion Questions<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><span>Think about your daily technology use. Do you bump into AI \/ bots anywhere?<\/span><\/li>\n\n\n\n<li><span>What do you think about the notion that \u201cAs machines become increasingly capable, facilities once thought to require intelligence are removed from the definition. For example, optical character recognition is no longer perceived as an exemplar of &#8220;artificial intelligence&#8221; having become a routine technology.\u201d What other technologies that we now view as commonplace might once have been viewed as AI?<\/span><\/li>\n\n\n\n<li><span>Pick one of the ethical dilemmas relating to AI from the Wikipedia entry and discuss.<\/span><\/li>\n\n\n\n<li><span>Do you regularly use Siri \/ Google Assistant \/ Amazon Alexa, etc.? Why or why not?<\/span><\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Words on \/ reading time for this page: 1,179&nbsp;words \/ 6-7 minutes<\/p>\n\n\n\n<p>Words in \/ reading time for required readings: 14,383 words \/ 74-86 minutes<\/p>\n\n\n\n<p>Total words in \/ reading time for this lesson: 15,562 words \/ 80-93 minutes<\/p>\n<div class=\"footnotes\"><hr \/><ol><li id=\"footnote-1-51\" class=\"footnote\"><p>Plus a bunch of other stuff, but let&#8217;s keep it simple for now.<a href=\"#note-1-51\" class=\"footnote-return\">&#8617;<\/a><\/p><\/li><!--\/#footnote-1.footnote--><li id=\"footnote-2-51\" class=\"footnote\"><p>At least until the machines take over, amirite?<a href=\"#note-2-51\" class=\"footnote-return\">&#8617;<\/a><\/p><\/li><!--\/#footnote-2.footnote--><\/ol><\/div><!--\/#footnotes-->","protected":false},"excerpt":{"rendered":"<p>What to watch for After completing this lesson, you&#8217;ll be able to: This lesson marks this class&#8217;s foray into the world of the up-to-the-minute and the near future. Bots are really just a subset of AI , but they&#8217;re also getting a lot of attention at the moment, so there they are in the title &hellip; <a href=\"https:\/\/nmi.cool\/intro\/ai-ml\/\" class=\"more-link\">Continue reading <span class=\"screen-reader-text\">AI (Artificial Intelligence) + ML (Machine Learning)<\/span><\/a><\/p>\n","protected":false},"author":6,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-51","page","type-page","status-publish","hentry"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/nmi.cool\/intro\/wp-json\/wp\/v2\/pages\/51","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nmi.cool\/intro\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/nmi.cool\/intro\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/nmi.cool\/intro\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/nmi.cool\/intro\/wp-json\/wp\/v2\/comments?post=51"}],"version-history":[{"count":5,"href":"https:\/\/nmi.cool\/intro\/wp-json\/wp\/v2\/pages\/51\/revisions"}],"predecessor-version":[{"id":1937,"href":"https:\/\/nmi.cool\/intro\/wp-json\/wp\/v2\/pages\/51\/revisions\/1937"}],"wp:attachment":[{"href":"https:\/\/nmi.cool\/intro\/wp-json\/wp\/v2\/media?parent=51"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}