{"id":53328,"date":"2023-08-09T14:10:32","date_gmt":"2023-08-09T14:10:32","guid":{"rendered":"http:\/\/aiadmk.org.in\/?p=53328"},"modified":"2026-09-16T20:09:27","modified_gmt":"2026-09-16T20:09:27","slug":"10-machine-learning-projects-in-retail","status":"publish","type":"post","link":"http:\/\/aiadmk.org.in\/ta\/10-machine-learning-projects-in-retail\/","title":{"rendered":"10 Machine Learning Projects in Retail"},"content":{"rendered":"<p><img class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"258px\" alt=\"machine learning in retail\"\/><\/p>\n<p><p>Retailers are right to prioritize  forecasting concerns on fast-moving products, but slow movers constitute a substantial portion of inventory flows and present their own unique forecasting challenges. Some considerations <a href=\"https:\/\/texas-news.com\/palletizing-enhancing-warehouse-efficiency-and-optimizing-logistics.html\">https:\/\/texas-news.com\/palletizing-enhancing-warehouse-efficiency-and-optimizing-logistics.html<\/a> are specific to the retail context, whereas others \u2014 level of transparency, for example \u2014 are generic enough to apply to any situation that calls for computer-human teamwork. Further, all the factors that influence demand that we\u2019ve mentioned do not typically occur one at a time.<\/p>\n<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"259px\" alt=\"machine learning in retail\"\/><\/p>\n<p><p>Sentiment evaluation also can tell marketing techniques and assist organizations manipulate their on-line reputation efficiently. Box office sales prediction involves forecasting the financial overall performance of movies before they&#8217;re launched based on elements like genre, cast, budget, advertising efforts, release date, and historic box workplace facts. Regression techniques like linear regression or extra complicated algorithms inclusive of random forests or gradient boosting can be utilized to are expecting the promoting charge based on these elements. Analyzing the promoting price of used motors entails analyzing different factors that influence the fee such as mileage, age, logo, model, place, and circumstance.<\/p>\n<\/p>\n<p><p>Let&#8217;s get deeper into the use cases of Machine Learning in retail and shed some light on whether you need the technology, the key aspects it can improve, and how to implement it. The results of their implementation can work wonders in almost any retail area. Enterprises that operate thousands of stores with dispersed, siloed data can&#8217;t get a clear view of their overall performance. This means that we partner up with retailers to conceptualize &#038; build machine learning systems that either increase revenue or reduce costs.<\/p>\n<\/p>\n<p><div style='text-align:center'><iframe width='569' height='317' src='https:\/\/www.youtube.com\/embed\/szjZ9jtbsfY' frameborder='0' alt='machine learning in retail' allowfullscreen><\/iframe><\/div>\n<\/p>\n<p><h2>Data Privacy and Security:<\/h2>\n<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"259px\" alt=\"machine learning in retail\"\/><\/p>\n<p><p>Instead of typing keywords, customers upload images. 81% of fraud prevention decision-makers indicate adaptive machine learning would solve their companies&#8217; top e-commerce fraud challenges. Advanced models achieve high accuracy in fraud detection while dramatically reducing false positives. Yet two-thirds of consumers would switch providers due to fraud experiences or for better safeguards (J.P. Morgan, November 2023).<\/p>\n<\/p>\n<p><p>This can assist agencies make informed selections regarding inventory management, useful resource allocation, and standard strategy. By leveraging superior ML techniques, shops can gain a competitive part in current day rapid-paced market surroundings. The retail industry encompasses a wide range of businesses, from traditional brick-and-mortar stores to e-commerce platforms and omnichannel retailers. Understanding the multifaceted retail landscape is essential before diving into specific Machine Learning projects.<\/p>\n<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"256px\" alt=\"machine learning in retail\"\/><\/p>\n<ul>\n<li>Even if you\u2019re lucky enough to have millions of customers, you should still want to provide each of them with the best possible customer experience &#8211; and that calls for personalisation.<\/li>\n<li>By prioritizing use cases offering the highest return on investment, an organization is more likely to see tangible results.<\/li>\n<li>Thus far, we\u2019ve explored contexts in which the factors impacting demand \u2014 weekly and seasonal patterns, business decisions, and external factors \u2014 are readily identifiable.<\/li>\n<li>The business has enhanced its approach through AI by offering more accurate pricing compared to rivals in both online and offline stores.<\/li>\n<li>Ensuring data quality and privacy is of utmost importance when implementing machine learning in retail, as the success of these applications largely relies on accurate and secure data.<\/li>\n<\/ul>\n<p><p>Machine learning tools improve customer experiences by analyzing behavior, preferences, and shopping patterns to create personalized journeys. And, with every year, new technologies make it a bit easier to use these tools to target the right buyers, create relevant  experiences, and make the buying process a dream. Yuliya Melnik is a technical writer at Cleveroad, a software development company that offers generative AI development services.<\/p>\n<\/p>\n<p><img class='aligncenter' style='display: block;margin-left:auto;margin-right:auto;' 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\" width=\"258px\" alt=\"machine learning in retail\"\/><\/p>\n<ul>\n<li>Streamlining key retail operations, such as inventory management through demand forecasting and product delivery via dynamic routing, and automating clerical tasks with chatbots and virtual assistants.<\/li>\n<li>Forecast visualization tools allow planners to quickly grasp which factors influence, which fosters a deeper trust in the system\u2019s capabilities.<\/li>\n<li>Implementing machine learning in retail starts with clear goals, clean data, and systems that actually talk to each other.<\/li>\n<li>Let\u2019s explore the key benefits that machine learning brings to retail businesses.<\/li>\n<\/ul>\n<p><p>Demand forecasting correctly is the key to successful inventory management. The practical applications of machine learning in retail are vast and carry tools that can improve the process of buying something in each respect. With the advent of e-commerce, companies today employ machine learning in retail analytics to learn about customers\u2019 behavior, enhance supply <a href=\"https:\/\/apartusa365.com\/restacking-the-key-to-cost-effective-cross-docking-in-the-usa.html\">https:\/\/apartusa365.com\/restacking-the-key-to-cost-effective-cross-docking-in-the-usa.html<\/a> chains, and predict market trends. There are lots of applications for machine learning in retail that  can help a business improve its operations, customer experience, and overall profitability.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Retailers are right to prioritize forecasting concerns on fast-moving products, but slow movers constitute a substantial portion of inventory flows and present their own unique forecasting challenges. Some considerations https:\/\/texas-news.com\/palletizing-enhancing-warehouse-efficiency-and-optimizing-logistics.html are specific to the retail context, whereas others \u2014 level of transparency, for example \u2014 are generic enough to apply to any situation that calls &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/aiadmk.org.in\/ta\/10-machine-learning-projects-in-retail\/\" class=\"more-link\">Continue reading<span class=\"screen-reader-text\"> &#8220;10 Machine Learning Projects in Retail&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[339],"tags":[],"_links":{"self":[{"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/posts\/53328"}],"collection":[{"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/comments?post=53328"}],"version-history":[{"count":1,"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/posts\/53328\/revisions"}],"predecessor-version":[{"id":53329,"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/posts\/53328\/revisions\/53329"}],"wp:attachment":[{"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/media?parent=53328"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/categories?post=53328"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/aiadmk.org.in\/ta\/wp-json\/wp\/v2\/tags?post=53328"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}