{"id":3626,"date":"2022-07-07T15:52:15","date_gmt":"2022-07-07T10:22:15","guid":{"rendered":"https:\/\/binaryterms.com\/?p=3626"},"modified":"2022-07-07T17:30:10","modified_gmt":"2022-07-07T12:00:10","slug":"soft-computing","status":"publish","type":"post","link":"https:\/\/binaryterms.com\/soft-computing.html","title":{"rendered":"Soft Computing"},"content":{"rendered":"<p>Soft computing is a kind of computing technology that we use to develop intelligent machines. These machines have human-like problem-solving capabilities. Later they offer imprecise, but useful solutions for problems that are complex and even computational.<\/p>\n<p>The technologies used in soft computing to address such complex problems include fuzzy logic, neural network, genetic algorithms and support vector machines. Each of these techniques contributes in a unique way while addressing the problem. Soft computing conducts the entire process in a cooperative way.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-3630\" src=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg\" alt=\"Soft Computing\" width=\"400\" height=\"282\" srcset=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg 400w, https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing-300x212.jpg 300w\" sizes=\"auto, (max-width: 400px) 100vw, 400px\" \/><\/p>\n<p>These techniques are complementary to each other instead of being competitive while solving the problem. So they offer their own advantages in partnership to allow solutions for the problems that are otherwise unsolvable.<\/p>\n<p>In our previous content, we discussed the techniques of genetic algorithms and neural networks in detail. Let\u2019s explore more about soft computing.<\/p>\n<h2>Content: Soft Computing<\/h2>\n<ol>\n<li><a href=\"#WhatisSoftComputing?\">What is Soft Computing?<\/a><\/li>\n<li><a href=\"#SoftComputingTechniques\">Soft Computing Techniques<\/a><\/li>\n<li><a href=\"#ApplicationsofSoftComputing\">Applications of Soft Computing<\/a><\/li>\n<\/ol>\n<p><a name=\"WhatisSoftComputing?\"><\/a><\/p>\n<h3>What is Soft Computing?<\/h3>\n<p>Soft computing is an association of methods that works collaboratively for providing flexible information processing capability for handling real-life ambiguous situations. The computing exploits the tolerance of:<\/p>\n<ul>\n<li>Imprecision<\/li>\n<li>Uncertainty<\/li>\n<li>Approximate reasoning<\/li>\n<li>Partial truth<\/li>\n<\/ul>\n<p>The above elements help the computing technique in order to achieve:<\/p>\n<ul>\n<li>Tractability<\/li>\n<li>Robustness<\/li>\n<li>Low-cost solutions<\/li>\n<\/ul>\n<p>The main concept of soft computing is to devise a method of computation that will provide an acceptable solution at a low cost for an imprecisely or precisely formulated problem. Soft computation is the fusion of fields such as:<\/p>\n<ul>\n<li>Fuzzy logic<\/li>\n<li>Neuro computing<\/li>\n<li>Genetic computing<\/li>\n<li>Probabilistic computing<\/li>\n<\/ul>\n<p>The two major advantages of soft computing are:<\/p>\n<ol>\n<li>Firstly, it enables us to solve non-linear problems even if there is no mathematical model available.<\/li>\n<li>Secondly, it enacts the human mind and introduces features such as cognition, recognition, understanding, learning and others.<\/li>\n<\/ol>\n<p><a name=\"SoftComputingTechniques\"><\/a><\/p>\n<h3>Soft Computing Techniques<\/h3>\n<p>The core of soft computing techniques are of four types:<\/p>\n<ul>\n<li>Neural Networks<\/li>\n<li>Support Vector Machines<\/li>\n<li>Fuzzy Logic<\/li>\n<li>Genetic Algorithm<\/li>\n<li>Neural Networks<\/li>\n<\/ul>\n<p>The neural network is a network trained to perform complex tasks. Initially, the network consists of the number of processing elements that we refer to as neurons. The neurons in the network either accept input from the outer world or from the output of the other neurons in the network.<\/p>\n<p>Further, the output from all the neurons propagates through the network and reaches the final layer where the result is output to the real world. The processing of the network depends on the weight of the interconnections connecting the neurons in the network.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-3591\" src=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/06\/Neural-Network-step-4.jpg\" alt=\"Neural Network step 4\" width=\"600\" height=\"459\" srcset=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/06\/Neural-Network-step-4.jpg 600w, https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/06\/Neural-Network-step-4-300x230.jpg 300w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/p>\n<p>The functioning of the network depends on:<\/p>\n<ul>\n<li>The number of neurons present in the network.<\/li>\n<li>Also, on the topology of the interconnectivity of the neurons in the network.<\/li>\n<li>The network assigns weights to connections between the neurons.<\/li>\n<\/ul>\n<h4>Support Vector Machines<\/h4>\n<p>A support vector machine is supervised learning used for classification and regression problems. However, the aim of SVM is to generate a decision boundary, we also refer to it as hyperplane.<\/p>\n<p>The task of the hyperplane is to separate n-dimensional space into classes. This allows us to easily identify in which class we can put new data points. However, SVM has two supporting vectors that help in creating the hyperplane, we refer to them as support vectors.<\/p>\n<p>The figure below shows you a hyperplane and two support vectors that separates two classes of circles and square.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-3629\" src=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Support-Vector-Machine.jpg\" alt=\"Support Vector Machine\" width=\"477\" height=\"341\" srcset=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Support-Vector-Machine.jpg 477w, https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Support-Vector-Machine-300x214.jpg 300w\" sizes=\"auto, (max-width: 477px) 100vw, 477px\" \/><\/p>\n<h4>Fuzzy Logic<\/h4>\n<p>The fuzzy logic is a mathematical logic implemented in the case where the value is not clear or that is vague. It simply deals with uncertain and imprecise data. The logic tries to resolve the problem in a human way. Just like the human\u2019s reason with real-world knowledge in case of uncertainty.<\/p>\n<p>Uncertainty arises in the case of vagueness, ambiguity, or if there is a piece of incomplete knowledge. Usually, in our day-to-day life, we come across situations where we are unable to determine the state of the solution whether it is true or false.<\/p>\n<p>In such cases, we can implement fuzzy logic that will reason in a human way and consider all the possible values between true and false.<\/p>\n<h4>Genetic Algorithm<\/h4>\n<p>A genetic algorithm is a classification technique developed on the basis of Darwin\u2019s theory of natural evolution. According to theory, the fittest individual survives. Similarly, the genetic algorithm identifies the best optimal solution among the population of several solutions.<\/p>\n<p>The figure below explains the working of a genetic algorithm in the best possible way.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-3599\" src=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/06\/Genetic-algorithms-flow-chart.jpg\" alt=\"Genetic algorithms flow chart\" width=\"317\" height=\"615\" srcset=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/06\/Genetic-algorithms-flow-chart.jpg 317w, https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/06\/Genetic-algorithms-flow-chart-155x300.jpg 155w\" sizes=\"auto, (max-width: 317px) 100vw, 317px\" \/><\/p>\n<ol>\n<li>The initial population is a collection of several solutions to a concerning problem. As we are aware that to one problem there can be several possible solutions. Thus, the initial population holds several solutions.<\/li>\n<li>Next, the algorithm calculates the fitness of each individual solution and provides them with the fitness score. The fitness score shows the probability of a solution being selected for the reproduction process.<\/li>\n<li>The algorithm selects the solution with the highest fitness score.<\/li>\n<li>Crossover is performed on the selected individual from the population. The offspring generated from the crossover is added to the initial population.<\/li>\n<li>The mutation phase then inserts the random genes into the off springs in order to maintain the population diversity.<\/li>\n<li>The algorithm will stop producing the off springs when the produced off springs are different previous generation.<\/li>\n<\/ol>\n<p><a name=\"ApplicationsofSoftComputing\"><\/a><\/p>\n<h3>Application of Soft Computing<\/h3>\n<p>Although we can implement the concept of soft computing in many applications, we will discuss a few of them below:<\/p>\n<ul>\n<li>Handwriting recognition<\/li>\n<li>Automotive systems and manufacturing<\/li>\n<li>Architecture<\/li>\n<li>Decision support system<\/li>\n<li>Power systems<\/li>\n<li>Neuro-fuzzy systems<\/li>\n<li>Fuzzy logic control<\/li>\n<\/ul>\n<p>So, soft computing is implemented in applications that require human-like thinking such as games like poker and chess etc.<\/p>\n<p>So, this is all about soft computing, it plays an important role in developing intelligent machines using the field of science and engineering. Soft computing reflects the fact that, unlike modern computers, the human brain has a remarkable ability to store and process information that is not clear, imprecise, uncertain and even can\u2019t be categorised.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Soft computing is a kind of computing technology that we use to develop intelligent machines. These machines have human-like problem-solving capabilities. Later they offer imprecise, but useful solutions for problems that are complex and even computational. The technologies used in soft computing to address such complex problems include fuzzy logic, neural network, genetic algorithms and [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[11],"tags":[],"class_list":{"0":"post-3626","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-data-warehouse-and-mining","7":"entry"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is Soft Computing? Techniques and Applications - Binary Terms<\/title>\n<meta name=\"description\" content=\"Soft computing is a kind of computing technology that we use to develop intelligent machines. These machines have human-like problem-solving capabilities.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/binaryterms.com\/soft-computing.html\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Soft Computing? Techniques and Applications - Binary Terms\" \/>\n<meta property=\"og:description\" content=\"Soft computing is a kind of computing technology that we use to develop intelligent machines. These machines have human-like problem-solving capabilities.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/binaryterms.com\/soft-computing.html\" \/>\n<meta property=\"og:site_name\" content=\"Binary Terms\" \/>\n<meta property=\"article:published_time\" content=\"2022-07-07T10:22:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2022-07-07T12:00:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg\" \/>\n<meta name=\"author\" content=\"Neha T\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Neha T\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html#article\",\"isPartOf\":{\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html\"},\"author\":{\"name\":\"Neha T\",\"@id\":\"https:\/\/binaryterms.com\/#\/schema\/person\/e495f1d57f5c0a4c521cc3dba95661fe\"},\"headline\":\"Soft Computing\",\"datePublished\":\"2022-07-07T10:22:15+00:00\",\"dateModified\":\"2022-07-07T12:00:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html\"},\"wordCount\":976,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/binaryterms.com\/#organization\"},\"image\":{\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html#primaryimage\"},\"thumbnailUrl\":\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg\",\"articleSection\":[\"Data Warehouse and Mining\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/binaryterms.com\/soft-computing.html#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html\",\"url\":\"https:\/\/binaryterms.com\/soft-computing.html\",\"name\":\"What is Soft Computing? Techniques and Applications - Binary Terms\",\"isPartOf\":{\"@id\":\"https:\/\/binaryterms.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html#primaryimage\"},\"image\":{\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html#primaryimage\"},\"thumbnailUrl\":\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg\",\"datePublished\":\"2022-07-07T10:22:15+00:00\",\"dateModified\":\"2022-07-07T12:00:10+00:00\",\"description\":\"Soft computing is a kind of computing technology that we use to develop intelligent machines. These machines have human-like problem-solving capabilities.\",\"breadcrumb\":{\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html#breadcrumb\"},\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/binaryterms.com\/soft-computing.html\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html#primaryimage\",\"url\":\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg\",\"contentUrl\":\"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg\",\"width\":400,\"height\":282,\"caption\":\"Soft Computing\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/binaryterms.com\/soft-computing.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/binaryterms.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Soft Computing\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/binaryterms.com\/#website\",\"url\":\"https:\/\/binaryterms.com\/\",\"name\":\"Binary Terms\",\"description\":\"The Computer Science &amp; IT Guide\",\"publisher\":{\"@id\":\"https:\/\/binaryterms.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/binaryterms.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/binaryterms.com\/#organization\",\"name\":\"Binary Terms\",\"url\":\"https:\/\/binaryterms.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/binaryterms.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/binaryterms.com\/wp-content\/uploads\/2020\/05\/binary-terms-logo1.png\",\"contentUrl\":\"https:\/\/binaryterms.com\/wp-content\/uploads\/2020\/05\/binary-terms-logo1.png\",\"width\":400,\"height\":63,\"caption\":\"Binary Terms\"},\"image\":{\"@id\":\"https:\/\/binaryterms.com\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/binaryterms.com\/#\/schema\/person\/e495f1d57f5c0a4c521cc3dba95661fe\",\"name\":\"Neha T\",\"url\":\"https:\/\/binaryterms.com\/author\/author\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"What is Soft Computing? Techniques and Applications - Binary Terms","description":"Soft computing is a kind of computing technology that we use to develop intelligent machines. These machines have human-like problem-solving capabilities.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/binaryterms.com\/soft-computing.html","og_locale":"en_GB","og_type":"article","og_title":"What is Soft Computing? Techniques and Applications - Binary Terms","og_description":"Soft computing is a kind of computing technology that we use to develop intelligent machines. These machines have human-like problem-solving capabilities.","og_url":"https:\/\/binaryterms.com\/soft-computing.html","og_site_name":"Binary Terms","article_published_time":"2022-07-07T10:22:15+00:00","article_modified_time":"2022-07-07T12:00:10+00:00","og_image":[{"url":"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg","type":"","width":"","height":""}],"author":"Neha T","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Neha T","Estimated reading time":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/binaryterms.com\/soft-computing.html#article","isPartOf":{"@id":"https:\/\/binaryterms.com\/soft-computing.html"},"author":{"name":"Neha T","@id":"https:\/\/binaryterms.com\/#\/schema\/person\/e495f1d57f5c0a4c521cc3dba95661fe"},"headline":"Soft Computing","datePublished":"2022-07-07T10:22:15+00:00","dateModified":"2022-07-07T12:00:10+00:00","mainEntityOfPage":{"@id":"https:\/\/binaryterms.com\/soft-computing.html"},"wordCount":976,"commentCount":0,"publisher":{"@id":"https:\/\/binaryterms.com\/#organization"},"image":{"@id":"https:\/\/binaryterms.com\/soft-computing.html#primaryimage"},"thumbnailUrl":"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg","articleSection":["Data Warehouse and Mining"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/binaryterms.com\/soft-computing.html#respond"]}]},{"@type":"WebPage","@id":"https:\/\/binaryterms.com\/soft-computing.html","url":"https:\/\/binaryterms.com\/soft-computing.html","name":"What is Soft Computing? Techniques and Applications - Binary Terms","isPartOf":{"@id":"https:\/\/binaryterms.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/binaryterms.com\/soft-computing.html#primaryimage"},"image":{"@id":"https:\/\/binaryterms.com\/soft-computing.html#primaryimage"},"thumbnailUrl":"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg","datePublished":"2022-07-07T10:22:15+00:00","dateModified":"2022-07-07T12:00:10+00:00","description":"Soft computing is a kind of computing technology that we use to develop intelligent machines. These machines have human-like problem-solving capabilities.","breadcrumb":{"@id":"https:\/\/binaryterms.com\/soft-computing.html#breadcrumb"},"inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/binaryterms.com\/soft-computing.html"]}]},{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/binaryterms.com\/soft-computing.html#primaryimage","url":"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg","contentUrl":"https:\/\/binaryterms.com\/wp-content\/uploads\/2022\/07\/Soft-Computing.jpg","width":400,"height":282,"caption":"Soft Computing"},{"@type":"BreadcrumbList","@id":"https:\/\/binaryterms.com\/soft-computing.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/binaryterms.com\/"},{"@type":"ListItem","position":2,"name":"Soft Computing"}]},{"@type":"WebSite","@id":"https:\/\/binaryterms.com\/#website","url":"https:\/\/binaryterms.com\/","name":"Binary Terms","description":"The Computer Science &amp; IT Guide","publisher":{"@id":"https:\/\/binaryterms.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/binaryterms.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/binaryterms.com\/#organization","name":"Binary Terms","url":"https:\/\/binaryterms.com\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/binaryterms.com\/#\/schema\/logo\/image\/","url":"https:\/\/binaryterms.com\/wp-content\/uploads\/2020\/05\/binary-terms-logo1.png","contentUrl":"https:\/\/binaryterms.com\/wp-content\/uploads\/2020\/05\/binary-terms-logo1.png","width":400,"height":63,"caption":"Binary Terms"},"image":{"@id":"https:\/\/binaryterms.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/binaryterms.com\/#\/schema\/person\/e495f1d57f5c0a4c521cc3dba95661fe","name":"Neha T","url":"https:\/\/binaryterms.com\/author\/author"}]}},"_links":{"self":[{"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/posts\/3626","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/comments?post=3626"}],"version-history":[{"count":5,"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/posts\/3626\/revisions"}],"predecessor-version":[{"id":3633,"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/posts\/3626\/revisions\/3633"}],"wp:attachment":[{"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/media?parent=3626"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/categories?post=3626"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/binaryterms.com\/wp-json\/wp\/v2\/tags?post=3626"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}