{"id":12990,"date":"2023-12-11T16:31:00","date_gmt":"2023-12-11T11:01:00","guid":{"rendered":"https:\/\/www.vue.ai\/blog\/?p=12990"},"modified":"2024-01-12T16:49:43","modified_gmt":"2024-01-12T11:19:43","slug":"data-organization-made-easy-heres-how","status":"publish","type":"post","link":"https:\/\/www.vue.ai\/blog\/ai-in-retail\/data-organization-made-easy-heres-how\/","title":{"rendered":"Data Organization Made Easy: Here&#8217;s How"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_65 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<p class=\"ez-toc-title\">Table of Contents<\/p>\n<label for=\"ez-toc-cssicon-toggle-item-69ff6a5045bfd\" 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-69ff6a5045bfd\" 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:\/\/www.vue.ai\/blog\/ai-in-retail\/data-organization-made-easy-heres-how\/#introducing-vueais-catalog-data-organization-tool\" title=\"Introducing Vue.ai&#8217;s Catalog Data Organization Tool\">Introducing Vue.ai&#8217;s Catalog Data Organization Tool<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/data-organization-made-easy-heres-how\/#with-this-new-ml-tool-our-goal-is-simple-we-want-to-enable-ecommerce-teams-to-deploy-data-organization-ml-models-into-production-in\" title=\"With this new ML tool, our goal is simple: We want to enable eCommerce teams to deploy data organization ML models into production in &lt;24 hours.\">With this new ML tool, our goal is simple: We want to enable eCommerce teams to deploy data organization ML models into production in &lt;24 hours.<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/data-organization-made-easy-heres-how\/#why-vueais-data-organization-tool\" title=\"Why Vue.ai&#8217;s data organization tool?\">Why Vue.ai&#8217;s data organization tool?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.vue.ai\/blog\/ai-in-retail\/data-organization-made-easy-heres-how\/#realize-immediate-business-value\" title=\"Realize Immediate Business Value\">Realize Immediate Business Value<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\">3<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span>\n<p>Today, there are over 25 million eCommerce sites around the world and eCommerce sales are expected to account for 22% of retail purchases worldwide by 2024.<\/p>\n\n\n\n<p>Considering the colossal volume of products entering the market and the level of competition, the speed at which retailers go to market is critical. <strong>When it comes to marketplace and retailers with large inventory volumes, the challenges that stand in the way of this are embedded deep within multiple layers.<\/strong><\/p>\n\n\n\n<p>Most marketplaces today aggregate data from multiple sources and channels. For instance, retail giant Walmart counts over 100,000 suppliers while behemoths like Amazon boast around 9.7M sellers worldwide. The issue with the vendors at such mammoth scales lies in the data that comes in. For instance, each vendor provides product data in accordance to their own taxonomy. This results in inconsistencies and incompatibilities within the data catalogs.<\/p>\n\n\n\n<p>The product data that is created for one marketplace may not be the same as another. As a result, retailers and marketplaces need tools that are customizable to their unique requirements. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"introducing-vueais-catalog-data-organization-tool\"><\/span>Introducing Vue.ai&#8217;s Catalog Data Organization Tool<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>As a result, we built a tool specifically designed to accommodate a retailer&#8217;s custom requirements. <\/p>\n\n\n\n<p><strong>With Vue.ai&#8217;s <a href=\"https:\/\/www.vue.ai\/solutions\/automated-product-tagging\/\">data tagging tool<\/a>, teams can\u00a0break silos and bring their data together<\/strong>. <strong>They can convert this raw data into meaningful attributes and apply the organized data towards solving business challenges.<\/strong><\/p>\n\n\n\n<p>Retailers can also experience a\u00a0<strong>multi-X speedup in labeling and enriching data<\/strong>. And that\u2019s not all. They can also build Machine Learning models that can\u00a0<strong>automate data organization at scale<\/strong>\u00a0\u2014\u00a0<strong>without needing to write a single line of code.<\/strong><\/p>\n\n\n\n<p>It\u2019s a culmination of years\u2019 worth of experience working with data and the&nbsp;<strong>best practices in MLOps<\/strong>&nbsp;packaged into one.&nbsp;<\/p>\n\n\n\n<p>Starting with raw data \u2013 images, numerical, structured text attributes, and unstructured text.<\/p>\n\n\n\n<p>The in-built taxonomy manager can then be used to assemble attributes into a hierarchy that brings structure to your data management.&nbsp;<strong>The tool enables the user to visually label or classify data points based on their attributes<\/strong>. During this time, the system observes, learns from user interactions, and predicts labels for the remaining data points.<\/p>\n\n\n\n<p>This ping-process between the human and AI in making predictions and providing feedback exponentially reduces the number of datapoints hand-labeled by the user. And significantly reduces the time it takes to reach completion.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"with-this-new-ml-tool-our-goal-is-simple-we-want-to-enable-ecommerce-teams-to-deploy-data-organization-ml-models-into-production-in\"><\/span><strong>With this new ML tool, our goal is simple: We want to enable eCommerce teams to deploy data organization ML models into production in &lt;24 hours.<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"why-vueais-data-organization-tool\"><\/span>Why Vue.ai&#8217;s data organization tool?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul><li>Retailers can start from scratch and&nbsp;<strong>complete workflows within minutes!<\/strong> This tool is&nbsp;<strong>a complete package<\/strong>&nbsp;that includes all the moving parts \u2013 from raw data to organized data<\/li><li><strong>Usability is at its core<\/strong>. Which means, anyone can build ML models! Whether you\u2019re a data labeler tagging training data, or an ML engineer tuning model hyperparameters<\/li><li>Attributes on this tool is&nbsp;<strong>fully customizable<\/strong>. This lets teams to incorporate business and use-case specific tweaks to organize their data in a simple and intuitive manner<\/li><li>There are hundreds of CV and NLP models that simultaneously process every data point, extract features and project them on a two-dimensional canvas on this ML tool. The result? Retailers can visualise their data like never before!&nbsp;<strong>Understand data spread and mix along with the similarities and differences between individual data points, within minutes!<\/strong><\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"realize-immediate-business-value\"><\/span>Realize Immediate Business Value<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Vue.ai&#8217;s data tagging tool abstracts the underlying complexity of product data so that <strong>eCommerce teams can deploy models in hours that would have otherwise taken months to put together, and start seeing value in weeks.<\/strong> Its easy-to-use interface allows merchandising teams \u2014 without any knowledge of code to take part in shaping the models most relevant to their KPIs.&nbsp;<\/p>\n\n\n\n<p>We\u2019re eager to put this&nbsp;<em>self-learning chisel&nbsp;<\/em>in retailers&#8217; hands to help teams manage, shape, and make the most of product data. The possibilities are endless.&nbsp;<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link\" href=\"https:\/\/www.vue.ai\/solutions\/data-cleanup-and-organization\/\" target=\"_blank\" rel=\"noreferrer noopener\">Learn how you can bring this to your organization<\/a><\/div>\n<\/div>\n\n\n\n<p><strong>Read More About<\/strong><a href=\"https:\/\/www.vue.ai\/industries\/ai-in-ecommerce\/\"><strong> Automated Catalog Management<\/strong><\/a><strong> Solution<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">Reading Time: <\/span> <span class=\"rt-time\">3<\/span> <span class=\"rt-label rt-postfix\">minutes<\/span><\/span> Today, there are over 25 million eCommerce sites around the world and eCommerce sales are expected to account for 22% of retail purchases worldwide by 2024. Considering the colossal volume of products entering the market and the level of competition, the speed at which retailers go to market is critical. When it comes to marketplace  &#8230;<\/p>\n","protected":false},"author":23,"featured_media":13385,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1162],"tags":[526,330,577,641,1441,655],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Data Organization Made Easy: Here&#039;s How in 2024 | Vue.ai Blog<\/title>\n<meta name=\"description\" content=\"With large inventory volumes retailers, multiple challenges stand in the way. 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