{"id":2373,"date":"2023-02-13T07:40:57","date_gmt":"2023-02-13T07:40:57","guid":{"rendered":"https:\/\/authorityarrow.com\/?p=2373"},"modified":"2023-02-13T07:41:04","modified_gmt":"2023-02-13T07:41:04","slug":"how-to-start-a-virtual-factory","status":"publish","type":"post","link":"https:\/\/authorityarrow.com\/how-to-start-a-virtual-factory\/","title":{"rendered":"How To Start A Virtual Factory? Complete Guide In 2023"},"content":{"rendered":"\n<p>A virtual factory is nothing more than a software tool that allows you to build and deploy machine learning models without writing any code. <\/p>\n\n\n\n<p>Instead, it can be used to create a variety of models, including predictive ones that predict customer behavior or fraud detection models that flag fraudulent transactions. <\/p>\n\n\n\n<p>The beauty of using a virtual factory is that it eliminates the need for coding expertise while still allowing those who have some knowledge of how machine learning works to use this technology effectively in their organizations&#8221;<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_47_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"ez-toc-toggle-icon-1\"><label for=\"item-6649ecb96642b\" aria-label=\"Table of Content\"><span style=\"display: flex;align-items: center;width: 35px;height: 30px;justify-content: center;direction:ltr;\"><svg style=\"fill: #999;color:#999\" 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: #999;color:#999\" 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><\/label><input  type=\"checkbox\" id=\"item-6649ecb96642b\"><\/a><\/span><\/div>\n<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:\/\/authorityarrow.com\/how-to-start-a-virtual-factory\/#Select_And_Test_Machine_Learning_Models\" title=\"Select And Test Machine Learning Models\">Select And Test Machine Learning Models<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/authorityarrow.com\/how-to-start-a-virtual-factory\/#Secure_Your_Data_Pipeline\" title=\"Secure Your Data Pipeline\">Secure Your Data Pipeline<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/authorityarrow.com\/how-to-start-a-virtual-factory\/#Decentralized_Data_Storage_And_Processing\" title=\"Decentralized Data Storage And Processing\">Decentralized Data Storage And Processing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/authorityarrow.com\/how-to-start-a-virtual-factory\/#Make_Your_Factory_Open_Source\" title=\"Make Your Factory Open Source\">Make Your Factory Open Source<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Select_And_Test_Machine_Learning_Models\"><\/span><strong>Select And Test Machine Learning Models<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/authorityarrow.com\/wp-content\/uploads\/2023\/01\/Start-A-Virtual-Factory-1024x576.jpg\" alt=\"Start A Virtual Factory\" class=\"wp-image-3915\" srcset=\"https:\/\/authorityarrow.com\/wp-content\/uploads\/2023\/01\/Start-A-Virtual-Factory-1024x576.jpg 1024w, https:\/\/authorityarrow.com\/wp-content\/uploads\/2023\/01\/Start-A-Virtual-Factory-300x169.jpg 300w, https:\/\/authorityarrow.com\/wp-content\/uploads\/2023\/01\/Start-A-Virtual-Factory-768x432.jpg 768w, https:\/\/authorityarrow.com\/wp-content\/uploads\/2023\/01\/Start-A-Virtual-Factory.jpg 1500w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>Source: navvis<\/figcaption><\/figure><\/div>\n\n\n\n<p>Machine learning is a field that has gained great popularity in the last decade. However, it&#8217;s not easy to become an expert with just a couple of weeks of training or reading some books. <\/p>\n\n\n\n<p>This is why this article will help you understand how to select and test machine learning models for your data science project.<\/p>\n\n\n\n<p>The first step is selecting the right model, data, problem, and algorithm for your <a href=\"https:\/\/www.microfocus.com\/en-us\/what-is\/digital-factory\" target=\"_blank\" rel=\"noreferrer noopener\">digital factory<\/a>. If you don&#8217;t do this right, then your results won&#8217;t be accurate and will lead to inaccurate conclusions being made<\/p>\n\n\n\n<p> based on these results by yourself or others who use them as a reference point when they make decisions about their future projects.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Secure_Your_Data_Pipeline\"><\/span><strong>Secure Your Data Pipeline<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Data security is a complex problem, requiring a multi-pronged approach. Data security solutions must be comprehensive and multilayered. For example, a virtual factory needs to secure its data pipeline in order to accomplish its mission.<\/p>\n\n\n\n<p>At the very least, this includes implementing strong encryption for every piece of sensitive information that passes through your system, whether it&#8217;s personal user data (e.g., credit card numbers), intellectual property (e.g., source code), or any other type of sensitive data (e.g., customer financial details).<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Decentralized_Data_Storage_And_Processing\"><\/span><strong>Decentralized Data Storage And Processing<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Decentralized storage and computing are the most important components of a virtual factory. In the traditional model, all data is stored in one central location and processed by one central entity <\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/authorityarrow.com\/wp-content\/uploads\/2022\/10\/365-X-250-5.png\" alt=\"Decentralized Data Storage And Processing\" class=\"wp-image-2382\" width=\"696\" height=\"477\" srcset=\"https:\/\/authorityarrow.com\/wp-content\/uploads\/2022\/10\/365-X-250-5.png 365w, https:\/\/authorityarrow.com\/wp-content\/uploads\/2022\/10\/365-X-250-5-300x205.png 300w\" sizes=\"(max-width: 696px) 100vw, 696px\" \/><figcaption>source: leewayhertz<\/figcaption><\/figure><\/div>\n\n\n\n<p>(whether it&#8217;s Google or Amazon). But when you decentralize your data, you can distribute it across multiple computers to reduce costs and provide redundancy in case something goes wrong.<\/p>\n\n\n\n<p>According to a software provider Micro Focus, &#8220;Digital Factory teams are obsessively focused on digital product development. <\/p>\n\n\n\n<p>Aligned around synergistic objectives and incentives, team members can rapidly develop more insightful services and elevated customer experiences.&#8221;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Make_Your_Factory_Open_Source\"><\/span><strong>Make Your Factory Open Source<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Making your factory open source is a great way to get help from the community and improve the quality of your product. <\/p>\n\n\n\n<p>Open-source software is free, transparent, and can be improved by anyone who wants to contribute. This will allow you to focus on building a profitable business instead of supporting it yourself.<\/p>\n\n\n\n<p><strong>The benefits of open-source software are many:<\/strong><\/p>\n\n\n\n<ol><li>It&#8217;s free! If you&#8217;re not ready for paid licensing fees yet, this option is for you.<\/li><li>It&#8217;s transparent! Anyone can see what code changes were made when someone else has submitted their pull request in GitHub or Bitbucket as well as how active their user base has been lately (check out analytics). This transparency helps ensure that nothing fishy goes down behind closed doors at any point along production lines because everyone knows exactly where things stand throughout every step of development cycles &#8211; which means fewer bugs too!<\/li><\/ol>\n\n\n\n<p>So, that&#8217;s it. You now know how to start a virtual factory. So it&#8217;s time to get started!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>A virtual factory is nothing more than a software tool that allows you to build and deploy machine learning models without writing any code. Instead, it can be used to create a variety of models, including predictive ones that predict customer behavior or fraud detection models that flag fraudulent transactions. The beauty of using a [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2376,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"_links":{"self":[{"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/posts\/2373"}],"collection":[{"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/comments?post=2373"}],"version-history":[{"count":0,"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/posts\/2373\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/media\/2376"}],"wp:attachment":[{"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/media?parent=2373"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/categories?post=2373"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/authorityarrow.com\/wp-json\/wp\/v2\/tags?post=2373"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}