{"id":3545,"date":"2023-10-20T06:31:26","date_gmt":"2023-10-20T05:31:26","guid":{"rendered":"https:\/\/statanalytica.com\/blog\/?p=3545"},"modified":"2023-12-29T11:19:40","modified_gmt":"2023-12-29T11:19:40","slug":"data-mining-vs-machine-learning","status":"publish","type":"post","link":"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/","title":{"rendered":"Data Mining vs Machine Learning: Which is Important For Data Science?"},"content":{"rendered":"\n<p><em>Why do students search for data mining vs machine learning? <\/em>The most common reason for this is that both of these have a significant role in data science. Data mining uses the collected data to get useful patterns using modern technologies. On the other hand, ML (machine learning) uses to train the data by which the computer can sense the data to predict useful results.<\/p>\n\n\n\n<p>Both <em>data mining vs machine learning<\/em> is searched because several students are confused with their functionalities. At some point, both have a few similarities. That is why I am here to clear all your doubts regarding data mining and machine learning.<\/p>\n\n\n\n<p>But before proceeding to the details, let&#8217;s check the trending graph of both. After this, I will explain the relevant differences among these.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"an-overview-of-data-mining-and-machine-learning\"><\/span><strong>An Overview of data mining and machine learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-6a30109663c4c\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ff5104;color:#ff5104\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #ff5104;color:#ff5104\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a30109663c4c\" checked aria-label=\"Toggle\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#an-overview-of-data-mining-and-machine-learning\" >An Overview of data mining and machine learning<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#data-mining\" >Data mining<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#machine-learning\" >Machine Learning<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#is-there-any-similarity-between-data-mining-and-machine-learning\" >Is there any similarity between data mining and machine learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#data-mining-vs-machine-learning-what-are-the-key-differences-among-these\" >Data mining vs machine learning: What are the key differences among these?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#list-of-best-tools-used-for-data-mining-and-machine-learning\" >List of best tools used for data mining and machine learning<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#also-read\" >Also Read<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#which-is-better-data-mining-or-machine-learning\" >Which is better, data mining or machine learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#bonus-point\" >Bonus Point<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#data-mining-vs-machine-learning-which-is-the-best-option-in-terms-of-a-salary-package\" >Data mining vs machine learning: Which is the best option in terms of a salary package?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#conclusion\" >Conclusion<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#frequently-asked-questions\" >Frequently Asked Questions<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#is-data-mining-important-for-machine-learning\" >Is data mining important for machine learning?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#what-are-the-data-mining-techniques\" >What are the data mining techniques?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/statanalytica.com\/blog\/data-mining-vs-machine-learning\/#what-are-some-examples-of-machine-learning\" >What are some examples of machine learning?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining\"><\/span><strong>Data mining<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>It is the business analytics subset that use to explore the unknown patterns of an existing large dataset. It provides new insights that play a significant role in data science and deep learning applications.<\/p>\n\n\n\n<p><em><strong>Let&#8217;s take an example of it:<\/strong><\/em><\/p>\n\n\n\n<p>Suppose a business has various customer data. The owner of the company wants to get valuable patterns to make better decisions. For it, data mining is used to spot relevant trends and patterns.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"machine-learning\"><\/span><strong>Machine Learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>This AI (artificial intelligence) subset helps the computer analyze the data and learn the patterns to make valuable predictions. Or simply, I can say that ML can teach computers to learn things as humans by interpreting the data.&nbsp;<\/p>\n\n\n\n<p><em><strong>Let&#8217;s take an example of it:<\/strong><\/em><\/p>\n\n\n\n<p>Netflix predicts that you should watch Ozark next. This prediction is made as per the viewing preferences of another Netflix user with the same profile as you. This happens just because of machine learning.<\/p>\n\n\n\n<p><strong>Trending Graph 2021: Data mining vs machine learning<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh4.googleusercontent.com\/Htg3ZmL-tssb-CaDmr86gWgijSeAgiybSrM6BZuZ3FR1URqJ54FcvAppVQ6hs4TPKkvdJJEAasN_BDEH2l39qq3fhQFTy1bUsVkgjWcPYbADYhVHJX0URR1QC_aNsJllPRZcy0vX\" alt=\"\"\/><\/figure>\n\n\n\n<p>From the trending graph, it is quite clear that machine learning has more popularity. On the other hand, data mining is also in demand but not as much as machine learning.<\/p>\n\n\n\n<p>Apart from this, data mining has some kind of steady popularity pattern. At the same time, machine learning popularity kept on increasing over time. But in 2020, there is a slight drop in its popularity.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"is-there-any-similarity-between-data-mining-and-machine-learning\"><\/span><strong>Is there any similarity between data mining and machine learning?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p><em>Yes, there is!!<\/em><\/p>\n\n\n\n<p>Below are some of the similarities which you can see between data mining and machine learning. Let&#8217;s check them one by one:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td>Both of these relate to the information extraction that can use for specific purposes.<\/td><\/tr><tr><td>These terms are listed among the trending words. But they get everyone&#8217;s attention when Facebook and Google, like giants, start using these technologies.<\/td><\/tr><tr><td>These use algorithm approaches to filter through tools, data, and applications.<\/td><\/tr><tr><td>Both of these deal with algorithms, mathematics, and statistics.<\/td><\/tr><tr><td>Sometimes, both of them use the same structural or algorithmic approaches.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-machine-learning-what-are-the-key-differences-among-these\"><\/span><strong>Data mining vs machine learning: What are the key differences among these?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>S. No.<\/strong><\/td><td><strong>Data Mining<\/strong><\/td><td><strong>Machine Learning<\/strong><\/td><\/tr><tr><td><\/td><td>Data mining is the process of extracting valuable information from a large dataset.<\/td><td>Machine learning introduces the algorithms to train the computer by analyzing past things.<\/td><\/tr><tr><td><\/td><td>It is useful for large databases with unstructured data.<\/td><td>It uses the existing data along with the algorithms.<\/td><\/tr><tr><td><\/td><td>Because of human interference, the chances of error are more.<\/td><td>There is no need for human effort once the algorithm is designed.<\/td><\/tr><tr><td><\/td><td>The data mining accuracy is based on the methods of data collection.<\/td><td>ML produces more accurate results as compared to data mining.<\/td><\/tr><tr><td><\/td><td>It needs a research-based approach.<\/td><td>Self-learning, as well as training methods, are considered to perform intelligent tasks.<\/td><\/tr><tr><td><\/td><td>It is used for understanding the data flow.<\/td><td>It helps the computer to learn &amp; understand the useful things from the data flow.<\/td><\/tr><tr><td><\/td><td>Models can improve by applying data mining techniques.<\/td><td>Machine learning techniques and algorithms are used in neural networks, decision trees, and some areas of artificial intelligence.<\/td><\/tr><tr><td><\/td><td>It can deal with fewer data compared to machine learning.<\/td><td>To get more accurate results, it needs a large amount of data.<\/td><\/tr><tr><td><\/td><td>It abstracts all the useful details from the data warehouse.<\/td><td>Machine learning can easily read machines.<\/td><\/tr><tr><td><\/td><td>It has applications in cluster analysis.<\/td><td>It has applications in web Search, fraud detection, spam filter, and computer design.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"list-of-best-tools-used-for-data-mining-and-machine-learning\"><\/span><strong>List of best tools used for data mining and machine learning<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><td><strong>Data mining<\/strong><\/td><td><strong>Machine Learning<\/strong><\/td><\/tr><tr><td>RapidMiner Studio<\/td><td>KNIME<\/td><\/tr><tr><td>Sisense for Cloud Data Teams<\/td><td>Weka<\/td><\/tr><tr><td>SAS Visual Data Mining<\/td><td>TensorFlow<\/td><\/tr><tr><td>Alteryx Designer<\/td><td>Scikit Learn<\/td><\/tr><tr><td>TIBCO Data Science<\/td><td>PyTorch<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"also-read\"><\/span><strong>Also Read<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li> <a href=\"https:\/\/statanalytica.com\/blog\/data-science-techniques\/\">Useful Data Science Techniques That a Data Scientist and Should Master<\/a><\/li>\n\n\n\n<li> <a href=\"https:\/\/statanalytica.com\/blog\/statistics-for-machine-learning\/\">Top 8 reasons why one should learn statistics for machine learning<\/a><\/li>\n\n\n\n<li> <a href=\"https:\/\/statanalytica.com\/blog\/statistics-vs-machine-learning\/\">Statistics vs Machine Learning: Which is More Powerful<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"which-is-better-data-mining-or-machine-learning\"><\/span><strong>Which is better, data mining or machine learning?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>If we talk about the accuracy of data mining vs machine learning, then we can say that machine learning algorithms can provide more accurate results as compared to data mining. The reason for this is that data mining needs human intervention. Due to this, there is always a possibility of missing important relationships.<\/p>\n\n\n\n<p>On the other hand, machine learning utilizes data mining methods to enhance the algorithms. Therefore, we can say that data mining considers being the input source for ML. Hence, it is important to note that data mining is also important for the better performance of ML.&nbsp;<\/p>\n\n\n\n<p>Finally, it can be seen that both have their own uses and advantages that vary as per your requirement. That is why you can select any of these as per your preference of work.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"bonus-point\"><\/span><strong>Bonus Point<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"data-mining-vs-machine-learning-which-is-the-best-option-in-terms-of-a-salary-package\"><\/span><strong>Data mining vs machine learning: Which is the best option in terms of a salary package?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>You can see that machine learning has more popularity. That is why it also provides better job opportunities with a high salary package.<br>Below, I have compared both salary packages. This is the average salary package provided in the United States. It can vary from country to country.<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh6.googleusercontent.com\/Ch0FcbqmuSiBT6k6nHB8IuK_ZuRxvviSvBEkEQ0dHJ8JcmEbGEhn1tOeAyYTIXVyVNfuPr5SeYWRZ4SJ8H1YufDXzJyNjz93tl0twIP5vFvc_B5Xx9IaPCwbG2moLopagplhwQQu\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/lh3.googleusercontent.com\/bJel25IHLpoWhSlSMI5_i6otm0J-JT20VatDQc9hBt_DNEKdqeciTjdILWBtmxdyt-vWfpeJx8H5uHOPnHHRXwMm3TB1M94AF5ykPizfxu3-Pf5LpUSvMFVXlbIqUqV9Z4O9hvQI\" alt=\"\"\/><\/figure>\n\n\n\n<p>If you have data mining skills, even then, you can easily earn a good salary package. That is why if you want to pursue your career in this field, then go ahead.&nbsp; Your salary can also improve as per your experience in the field.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"conclusion\"><\/span><strong>Conclusion<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data mining vs machine learning had various differences along with some of the similarities. Data mining uses ML algorithms to enhance the accuracy and analysis&#8217; depth. At the same time, ML can employ the mined data to get excellent results.<\/p>\n\n\n\n<p>In this blog, I have detailed all the major differences between data mining and machine learning. Still, if you have any doubt regarding both, then let me know through your comments. I will provide you with the best solutions in the best possible way. Get the best <strong><a href=\"https:\/\/statanalytica.com\/quantitative-methods-assignment-help\">Quantitative Methods Assignment Help<\/a><\/strong> from our experts<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"frequently-asked-questions\"><\/span><strong>Frequently Asked Questions<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<div id=\"rank-math-faq\" class=\"rank-math-block\">\n<div class=\"rank-math-list \">\n<div id=\"faq-question-611750c6cf617\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><span class=\"ez-toc-section\" id=\"is-data-mining-important-for-machine-learning\"><\/span><strong>Is data mining important for machine learning?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Data Mining is one of the crucial parts of Machine Learning. This is used for finding useful trends and patterns hidden within a large data volume.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-611750c6cf619\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><span class=\"ez-toc-section\" id=\"what-are-the-data-mining-techniques\"><\/span><strong>What are the data mining techniques?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Some of the data mining techniques are:<\/p>\n<p>Tracking patterns.\u00a0\u00a0<br \/>Association.\u00a0<br \/>Classification.<br \/>Clustering.<br \/>Prediction.<br \/>Outlier detection.\u00a0<br \/>Regression.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-611750c6cf61a\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><span class=\"ez-toc-section\" id=\"what-are-some-examples-of-machine-learning\"><\/span><strong>What are some examples of machine learning?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Some of the examples of machine learning are:<\/p>\n<p>Recommendation Engines (Netflix)<br \/>Self-Driving Cars (Waymo)<br \/>Sorting, tagging, and categorizing photos (Yelp)<br \/>Customer Lifetime Value (Asos)<br \/>Education (Duolingo)<br \/>Patient Sickness Predictions (KenSci)<br \/>Targeted Emails (Optimail)<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>Why do students search for data mining vs machine learning? The most common reason for this is that both of these have a significant role in data science. Data mining uses the collected data to get useful patterns using modern technologies. On the other hand, ML (machine learning) uses to train the data by which [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3546,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"default","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":"default","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","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":[77],"tags":[470,5,662],"class_list":["post-3545","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-science","tag-data-mining","tag-data-science","tag-machine-learning"],"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/posts\/3545","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/comments?post=3545"}],"version-history":[{"count":0,"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/posts\/3545\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/media\/3546"}],"wp:attachment":[{"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/media?parent=3545"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/categories?post=3545"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statanalytica.com\/blog\/wp-json\/wp\/v2\/tags?post=3545"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}