{"id":3887,"date":"2018-02-14T10:26:02","date_gmt":"2018-02-14T10:26:02","guid":{"rendered":"https:\/\/www.botreetechnologies.com\/blog\/?p=3887"},"modified":"2020-12-10T19:12:35","modified_gmt":"2020-12-10T13:42:35","slug":"machine-learning-using-python","status":"publish","type":"post","link":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/","title":{"rendered":"Machine Learning and Data Science with Python"},"content":{"rendered":"\n<p>In this post, we will see one of the usage of machine learning using Python. But, initially we need to understand what machine learning is. Let&#8217;s talk about it.<\/p>\n\n\n\n<p>Machine Learning is getting computers to program themselves. If programming is automation, then machine learning is automating the process of automation.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What is Machine Learning?<\/h2>\n\n\n\n<p>If programming is automation, then machine learning is automating the process of automation. By machine learning one can study the design of algorithm. Python is a complete language and platform that you can use for both research\/development and developing production systems. The main tasks as a part of learning &#8220;Machine Learning&#8221; are &#8220;clustering&#8221;(group of data which is in same pattern or context) and &#8220;finding predictive patterns&#8221; means you need to understand possible ways to solve the given problem. These tasks are learned through available data that were observed through experiences or instructions.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.botreetechnologies.com\/machine-learning-solutions\" target=\"_blank\" rel=\"noopener noreferrer\">Machine learning<\/a> has a number of well-known steps:<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li>Define Problem: Define the given problem so that you can any research on it.<\/li><li>Prepare Data: Collect data as a dummy data or real time data whatever you want.<\/li><li>Evaluate Algorithms: After research on it. Find the best algorithm to solve the problem and evaluate it.<\/li><li>Improve Results: Get the resultant data and analyse it. And based on requirements improve the resultant data in such a way that it can be visualize.<\/li><li>Present Results: And finally prepare the result in any user friendly format so that anyone can understand the prediction of given problem.<\/li><\/ol>\n\n\n\n<p>Now, let&#8217;s start with simple machine learning project using&nbsp;<i><b><code>Scipy<\/code><\/b><\/i> libraries.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Installation<\/h2>\n\n\n\n<p>Prerequisite is you have already installed python in your system. There are 5 key libraries for python&nbsp;<i><b><code>Scipy<\/code><\/b><\/i> libraries you need to install:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>scipy<\/li><li>numpy<\/li><li>matplotlib<\/li><li>pandas<\/li><li>sklearn<\/li><\/ul>\n\n\n\n<p>You can install these libraries using&nbsp;<b><i><code>python -m pip install--user numpy scipy matplotlib ipython pandas<\/code><\/i><\/b>&nbsp;and&nbsp;<b><i><code>pip install -U scikit-learn<\/code><\/i><\/b>&nbsp;if any error please refer&nbsp;<a href=\"https:\/\/www.scipy.org\/install.html\">this<\/a>&nbsp;and&nbsp;<a href=\"http:\/\/scikit-learn.org\/stable\/install.html\">this<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Start using&nbsp;it<\/h2>\n\n\n\n<p>I recommend working directly in the interpreter or writing your scripts and running them on the command line rather than editors\/IDEs. Keep things simple and focus on the learning.<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><b>Check the versions of the libraries<\/b><\/li><\/ol>\n\n\n\n<p><script src=\"https:\/\/gist.github.com\/DaxitaRajput\/7c64bddd8d545922a5e737e547af9d29.js\"><\/script><\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><b>Load&nbsp;dataset<\/b><\/li><\/ol>\n\n\n\n<p>We are using pandas to load the data. Note that we are specifying the names of each column when loading the data.<\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><b>Summarize the&nbsp;dataset<\/b><\/li><\/ol>\n\n\n\n<p>In this we can see the dimensions of dataset, peek the head of the data, distribution of dataset by attribute and statistical summary of the dataset.<br><script src=\"https:\/\/gist.github.com\/DaxitaRajput\/e6804949d53a26ef2391c9a714ceeb0a.js\"><\/script><\/p>\n\n\n\n<ol class=\"wp-block-list\"><li><b>Data visualization<\/b><\/li><\/ol>\n\n\n\n<p>In this you can visualize the dataset in a graphical representation using libraries of&nbsp;<code>Scipy<\/code>.<\/p>\n\n\n\n<p>We can create a histogram of each input variable to get an idea of the distribution.<\/p>\n\n\n\n<p><script src=\"https:\/\/gist.github.com\/DaxitaRajput\/ea999890c2cebf8bba914637b6ac21f1.js\"><\/script><\/p>\n\n\n\n<p>You will get result like this:<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"440\" src=\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/get-result.png\" alt=\"Data visualisation\" class=\"wp-image-14518\" srcset=\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/get-result.png 800w, https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/get-result-300x165.png 300w, https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/get-result-768x422.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>If you want to see different kind of visualisation then please refer to&nbsp;<a href=\"https:\/\/pandas.pydata.org\/pandas-docs\/stable\/generated\/pandas.DataFrame.plot.html\">this<\/a>.<\/p>\n\n\n\n<p>If you have used line graph then you will get this result<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" src=\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/line-graph.png\" alt=\"line graph\" class=\"wp-image-14519\" srcset=\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/line-graph.png 640w, https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/line-graph-300x225.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-center\">Line Plots<\/p>\n\n\n\n<p>Now we can look at the interactions between the variables. The diagonal grouping of some pairs of attributes suggest a high correlation and a predictable relationship.<\/p>\n\n\n\n<p><script src=\"https:\/\/gist.github.com\/DaxitaRajput\/615e2e1585ce99f7fc9172a54b6b1c38.js\"><\/script><\/p>\n\n\n\n<p>You will get result like this:<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"480\" src=\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/line-plots.png\" alt=\"line plots\" class=\"wp-image-14520\" srcset=\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/line-plots.png 640w, https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/12\/line-plots-300x225.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-center\">Scatterplot Matrix<\/p>\n\n\n\n<p>This way you can visualize the dataset in different formats.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.botreetechnologies.com\/python-development\" target=\"_blank\" rel=\"noopener noreferrer\">Click here for more details&#8230;<\/a><\/h3>\n\n\n\n<hr class=\"wp-block-separator\"\/>\n\n\n\n<p>At <a href=\"https:\/\/www.botreetechnologies.com\/\" target=\"_blank\" rel=\"noopener noreferrer\">BoTree Technologies<\/a>, we build enterprise applications with our Python team of 15+ engineers.<\/p>\n\n\n\n<p>We also specialize in RPA, AI, Django, JavaScript and ReactJS.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a href=\"https:\/\/www.botreetechnologies.com\/contact\" target=\"_blank\" rel=\"noopener noreferrer\">Consulting is free<\/a> &#8211; let us help you grow!<\/h3>\n","protected":false},"excerpt":{"rendered":"<p>In this post, we will see one of the usage&#8230;<\/p>\n","protected":false},"author":28,"featured_media":14517,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2,51,70,10],"tags":[],"class_list":["post-3887","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-automation","category-machine-learning","category-python","category-technology"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.2 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine Learning and Data Science with Python<\/title>\n<meta name=\"description\" content=\"In this post, we will see one of the usage of machine learning using Python. But, initially we need to understand what is machine learning.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning and Data Science with Python\" \/>\n<meta property=\"og:description\" content=\"In this post, we will see one of the usage of machine learning using Python. But, initially we need to understand what is machine learning.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/\" \/>\n<meta property=\"og:site_name\" content=\"BoTree Technologies\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/BoTreeTechnologies\/\" \/>\n<meta property=\"article:published_time\" content=\"2018-02-14T10:26:02+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-12-10T13:42:35+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"852\" \/>\n\t<meta property=\"og:image:height\" content=\"479\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Daxita Rajput\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@BoTreeTech\" \/>\n<meta name=\"twitter:site\" content=\"@BoTreeTech\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Daxita Rajput\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/\"},\"author\":{\"name\":\"Daxita Rajput\",\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/#\/schema\/person\/55b2e79e47f75ea4a246499a663a676a\"},\"headline\":\"Machine Learning and Data Science with Python\",\"datePublished\":\"2018-02-14T10:26:02+00:00\",\"dateModified\":\"2020-12-10T13:42:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/\"},\"wordCount\":564,\"commentCount\":1,\"image\":{\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg\",\"articleSection\":[\"Automation\",\"Machine Learning\",\"Python\",\"Technology\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/\",\"url\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/\",\"name\":\"Machine Learning and Data Science with Python\",\"isPartOf\":{\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg\",\"datePublished\":\"2018-02-14T10:26:02+00:00\",\"dateModified\":\"2020-12-10T13:42:35+00:00\",\"author\":{\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/#\/schema\/person\/55b2e79e47f75ea4a246499a663a676a\"},\"description\":\"In this post, we will see one of the usage of machine learning using Python. But, initially we need to understand what is machine learning.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#primaryimage\",\"url\":\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg\",\"contentUrl\":\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg\",\"width\":852,\"height\":479,\"caption\":\"Machine Learning using Python\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.botreetechnologies.com\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine Learning and Data Science with Python\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/#website\",\"url\":\"https:\/\/www.botreetechnologies.com\/blog\/\",\"name\":\"BoTree Technologies\",\"description\":\"Committed to inspire generation.\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.botreetechnologies.com\/blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/#\/schema\/person\/55b2e79e47f75ea4a246499a663a676a\",\"name\":\"Daxita Rajput\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/10\/daxita-rajput-150x150.png\",\"url\":\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/10\/daxita-rajput-150x150.png\",\"contentUrl\":\"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/10\/daxita-rajput-150x150.png\",\"caption\":\"Daxita Rajput\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning and Data Science with Python","description":"In this post, we will see one of the usage of machine learning using Python. But, initially we need to understand what is machine learning.","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:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/","og_locale":"en_US","og_type":"article","og_title":"Machine Learning and Data Science with Python","og_description":"In this post, we will see one of the usage of machine learning using Python. But, initially we need to understand what is machine learning.","og_url":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/","og_site_name":"BoTree Technologies","article_publisher":"https:\/\/www.facebook.com\/BoTreeTechnologies\/","article_published_time":"2018-02-14T10:26:02+00:00","article_modified_time":"2020-12-10T13:42:35+00:00","og_image":[{"width":852,"height":479,"url":"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg","type":"image\/jpeg"}],"author":"Daxita Rajput","twitter_card":"summary_large_image","twitter_creator":"@BoTreeTech","twitter_site":"@BoTreeTech","twitter_misc":{"Written by":"Daxita Rajput","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#article","isPartOf":{"@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/"},"author":{"name":"Daxita Rajput","@id":"https:\/\/www.botreetechnologies.com\/blog\/#\/schema\/person\/55b2e79e47f75ea4a246499a663a676a"},"headline":"Machine Learning and Data Science with Python","datePublished":"2018-02-14T10:26:02+00:00","dateModified":"2020-12-10T13:42:35+00:00","mainEntityOfPage":{"@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/"},"wordCount":564,"commentCount":1,"image":{"@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#primaryimage"},"thumbnailUrl":"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg","articleSection":["Automation","Machine Learning","Python","Technology"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/","url":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/","name":"Machine Learning and Data Science with Python","isPartOf":{"@id":"https:\/\/www.botreetechnologies.com\/blog\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#primaryimage"},"image":{"@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#primaryimage"},"thumbnailUrl":"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg","datePublished":"2018-02-14T10:26:02+00:00","dateModified":"2020-12-10T13:42:35+00:00","author":{"@id":"https:\/\/www.botreetechnologies.com\/blog\/#\/schema\/person\/55b2e79e47f75ea4a246499a663a676a"},"description":"In this post, we will see one of the usage of machine learning using Python. But, initially we need to understand what is machine learning.","breadcrumb":{"@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#primaryimage","url":"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg","contentUrl":"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2018\/02\/machine-learning-using-python.jpg","width":852,"height":479,"caption":"Machine Learning using Python"},{"@type":"BreadcrumbList","@id":"https:\/\/www.botreetechnologies.com\/blog\/machine-learning-using-python\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.botreetechnologies.com\/blog\/"},{"@type":"ListItem","position":2,"name":"Machine Learning and Data Science with Python"}]},{"@type":"WebSite","@id":"https:\/\/www.botreetechnologies.com\/blog\/#website","url":"https:\/\/www.botreetechnologies.com\/blog\/","name":"BoTree Technologies","description":"Committed to inspire generation.","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.botreetechnologies.com\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/www.botreetechnologies.com\/blog\/#\/schema\/person\/55b2e79e47f75ea4a246499a663a676a","name":"Daxita Rajput","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/10\/daxita-rajput-150x150.png","url":"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/10\/daxita-rajput-150x150.png","contentUrl":"https:\/\/www.botreetechnologies.com\/blog\/wp-content\/uploads\/2020\/10\/daxita-rajput-150x150.png","caption":"Daxita Rajput"}}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/posts\/3887","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/users\/28"}],"replies":[{"embeddable":true,"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/comments?post=3887"}],"version-history":[{"count":1,"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/posts\/3887\/revisions"}],"predecessor-version":[{"id":14521,"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/posts\/3887\/revisions\/14521"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/media\/14517"}],"wp:attachment":[{"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/media?parent=3887"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/categories?post=3887"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.botreetechnologies.com\/blog\/wp-json\/wp\/v2\/tags?post=3887"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}