{"id":2588,"date":"2021-11-27T08:08:21","date_gmt":"2021-11-27T08:08:21","guid":{"rendered":"https:\/\/phelixinfosolutions.com\/blog\/?p=2588"},"modified":"2023-09-06T10:43:24","modified_gmt":"2023-09-06T10:43:24","slug":"the-4-stages-of-machine-learning","status":"publish","type":"post","link":"https:\/\/phelixinfosolutions.com\/blog\/the-4-stages-of-machine-learning\/","title":{"rendered":"The 4 Stages of Machine Learning"},"content":{"rendered":"<div class=\"47de946b8831610645f1873afb8597bb\" data-index=\"4\" style=\"float: none; margin:10px 0 10px 0; text-align:center;\">\n<script async src=\"https:\/\/pagead2.googlesyndication.com\/pagead\/js\/adsbygoogle.js?client=ca-pub-0205282431111794\"\r\n     crossorigin=\"anonymous\"><\/script>\r\n<!-- 2024 Vertical -->\r\n<ins class=\"adsbygoogle\"\r\n     style=\"display:block\"\r\n     data-ad-client=\"ca-pub-0205282431111794\"\r\n     data-ad-slot=\"3037936695\"\r\n     data-ad-format=\"auto\"\r\n     data-full-width-responsive=\"true\"><\/ins>\r\n<script>\r\n     (adsbygoogle = window.adsbygoogle || []).push({});\r\n<\/script>\n<\/div>\n<p>Emerging businesses right now are realizing the importance of taking data sources and turning them into real-time analytics. This, in turn, leads to business-related decisions that are supported by previously unseen evidence. One of the ways to achieve this is through machine learning (ML), a means of taking data sets and creating automated processes that better streamline certain practices within an organization.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_69_1 counter-hierarchy ez-toc-counter ez-toc-white 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-69e764dc96856\" 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: #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><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-69e764dc96856\"  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:\/\/phelixinfosolutions.com\/blog\/the-4-stages-of-machine-learning\/#Stages_of_Machine_Learning\" title=\"Stages of Machine Learning\">Stages of 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:\/\/phelixinfosolutions.com\/blog\/the-4-stages-of-machine-learning\/#1_Data_collection_and_preparation\" title=\"1. Data collection and preparation\">1. Data collection and preparation<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/phelixinfosolutions.com\/blog\/the-4-stages-of-machine-learning\/#2_Make_sense_of_the_data\" title=\"2. Make sense of the data\">2. Make sense of the data<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/phelixinfosolutions.com\/blog\/the-4-stages-of-machine-learning\/#3_Data_analysis\" title=\"3. Data analysis\">3. Data analysis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/phelixinfosolutions.com\/blog\/the-4-stages-of-machine-learning\/#4_Make_predictions\" title=\"4. Make predictions\">4. Make predictions<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Stages_of_Machine_Learning\"><\/span>Stages of Machine Learning<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Let&#8217;s take a closer look at the stages of machine learning.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_Data_collection_and_preparation\"><\/span>1. Data collection and preparation<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-2589\" src=\"https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/image001.jpg\" alt=\"Data collection and preparation\" width=\"1080\" height=\"769\" srcset=\"https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/image001.jpg 1080w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/image001-300x214.jpg 300w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/image001-1024x729.jpg 1024w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/image001-768x547.jpg 768w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/image001-560x400.jpg 560w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>Businesses of any size can have rapidly diverse databases depending on the industry in which they operate. Machine learning is an artificial intelligence application in which computer programs use algorithms to find patterns and trends within new data and historical data. The first and easiest step in creating a machine learning model is to organize existing business data while creating a format for future data sets.<\/p>\n<p>Cloud storage facilitates data science, collecting all available information and its variables. To be effective in ML applications, the data must be time-stamped and labeled with the results when known. Data sources can come from anything to be part of an ML framework. It could be a loan approval through a lender, or an online restaurant review. Everything can be fragmented in a natural language to understand the basis of this data collection.<\/p>\n<p>Must Check: <a href=\"https:\/\/www.odinschool.com\/datascience-bootcamp\" target=\"_blank\" rel=\"noopener\">Data Science Course<\/a><\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_Make_sense_of_the_data\"><\/span>2. Make sense of the data<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-2590\" src=\"https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-sense-of-the-data.jpg\" alt=\"Make sense of the data\" width=\"1080\" height=\"659\" srcset=\"https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-sense-of-the-data.jpg 1080w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-sense-of-the-data-300x183.jpg 300w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-sense-of-the-data-1024x625.jpg 1024w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-sense-of-the-data-768x469.jpg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>With so many different statistical models and rapidly changing data sources, it is important to be able to take all the data in a suitable format. In this way, inference problems that can derive from the repetition or redundancy of information are avoided. Preparing for <a href=\"https:\/\/phelixinfosolutions.com\/blog\/big-data-and-data-quality-using-automated-processes-to-improve-accuracy\/\">big data<\/a> can take a long time at first, but it can pay off in the long run in a number of disciplines.<\/p>\n<p>Once the data has been collected and prepared, companies can distill ideas from the use of machine learning applications. These applications can also <a href=\"https:\/\/phelixinfosolutions.com\/blog\/smarter-businesses-and-partnering-with-web-development-companies\/\" target=\"_blank\" rel=\"noopener\">enable business users<\/a> to make operational reports, continuously observing data in real-time. Businesses can use adaptive web applications to learn from user behavior and automatically optimize content for engagement.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"3_Data_analysis\"><\/span>3. Data analysis<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-2591\" src=\"https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Data-analysis.jpg\" alt=\"Data analysis\" width=\"1080\" height=\"810\" srcset=\"https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Data-analysis.jpg 1080w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Data-analysis-300x225.jpg 300w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Data-analysis-1024x768.jpg 1024w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Data-analysis-768x576.jpg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>It is important that human actors dealing with databases and computer systems in the workplace have an understanding of the procedures. The data can be used to answer business questions to train machine learning models that can then be used in an organization&#8217;s applications. This can be as simple as finding where a business is not getting the desired results, investigating why customers abandon a shopping cart on a retail website, or why a product is outselling a similar option.<\/p>\n<p>Machine learning can identify data patterns to uncover the &#8220;why&#8221; beyond the &#8220;what.&#8221; The new unsupervised ML models can self-learn patterns to provide answers when input data is unlabeled and has unknown results. This will allow you to trace regularities and master pattern recognition to detect weak points within an agency, which will allow you to obtain strengths within the <a href=\"https:\/\/www.snowflake.com\/trending\/machine-learning-tools\">field<\/a> of machine learning.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"4_Make_predictions\"><\/span>4. Make predictions<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2592\" src=\"https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-predictions.jpg\" alt=\"Make predictions\" width=\"1080\" height=\"720\" srcset=\"https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-predictions.jpg 1080w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-predictions-300x200.jpg 300w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-predictions-1024x683.jpg 1024w, https:\/\/phelixinfosolutions.com\/blog\/wp-content\/uploads\/2021\/11\/Make-predictions-768x512.jpg 768w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/p>\n<p>A well-structured machine learning model enables organizations to build predictive applications in real-time. This enables companies of all sizes to accelerate cost savings while identifying revenue opportunities. Machine learning can detect products and solutions that provide a better customer experience or <a href=\"https:\/\/nob6.com\/how-to-launch-a-successful-e-commerce-business-in-2022\/\" target=\"_blank\" rel=\"noopener\">business value<\/a>. This can be done through personalized suggestion and recommendation systems, as commonly seen on retail websites and social media apps.<\/p>\n<p>Over time, machine learning becomes more and more accurate, as new information, with every click, is fed back into an ML model. With this deep understanding of deep learning, systems can make more accurate predictions about your customer base or your supply chain. Overall, this can lift business with ease.<\/p>\n<p>Image Source &#8211; <a href=\"https:\/\/www.freepik.com\/vectors\/design\" rel=\"no-follow\">freepik.com<\/a><\/p>\n\n<div style=\"font-size: 0px; height: 0px; line-height: 0px; margin: 0; padding: 0; clear: both;\"><\/div>","protected":false},"excerpt":{"rendered":"<p>Emerging businesses right now are realizing the importance of taking data sources and turning them into real-time analytics. This, in turn, leads to business-related decisions that are supported by previously unseen evidence. One of the ways to achieve this is through machine learning (ML), a means of taking data sets and creating automated processes that [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2593,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_exactmetrics_skip_tracking":false,"_exactmetrics_sitenote_active":false,"_exactmetrics_sitenote_note":"","_exactmetrics_sitenote_category":0,"footnotes":""},"categories":[93],"tags":[3440,3507],"class_list":["post-2588","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","tag-machine-learning","tag-machine-learning-algorithms"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v18.7 (Yoast SEO v23.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>The 4 Stages of Machine Learning | Phelix Info Solution Tech Blog<\/title>\n<meta name=\"description\" content=\"One of the ways to achieve this is 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