{"id":67192,"date":"2022-08-11T15:02:02","date_gmt":"2022-08-11T14:02:02","guid":{"rendered":"https:\/\/www.clickworker.com\/?page_id=67192"},"modified":"2022-09-30T16:33:25","modified_gmt":"2022-09-30T15:33:25","slug":"achieving-ai-roi-through-training-data-diversity","status":"publish","type":"page","link":"https:\/\/www.clickworker.com\/achieving-ai-roi-through-training-data-diversity\/","title":{"rendered":"Achieving AI ROI Through Data Quality and Diversity"},"content":{"rendered":"<style>\r\n.sp_1 {\r\n\tbackground: url('https:\/\/www.clickworker.com\/wp-content\/uploads\/2022\/08\/hd-4.jpg')no-repeat!important;\r\n\tbackground-position: right center!important;\r\n}\t\r\n<\/style>\r\n\r\n<section class=\"sp_1 header-section section white section-space top_grey_separation_sm pt-lg-5\">\r\n    <div class=\"container py-5\">\r\n        <div class=\"row\">\r\n            <div class=\"col-lg-7 my-auto order-lg-1 text-container txt-white\">\r\n                <h1 class=\"mBigger section-headline txt-black\">Achieving AI ROI Through Data Quality and Diversity<\/h1>\r\n                <p class=\"txt-black\">Investments in AI development are continuously increasing, which indicates that business leaders understand the business value and ROI. One of the most critical elements of the development of good AI models, that return high ROI, is well-sourced training data. Sans such data, a good AI model \u2013 and thus successful deployment \u2013 is likely impossible.<\/p>\r\n\t\t\t\t<p class=\"txt-black\">Christian Rozsenich, CEO of clickworker, talks with Emerj (a specialist AI research firm) about his company\u2019s experience in successful customer AI Training projects and explains the importance and challenge of gathering high quality and diverse training data.<\/p>\r\n                <a href=\"#download\" class=\"btn btn-primary\" role=\"button\"> Download now<\/a>\r\n\t\t\t\t\r\n            <\/div>\r\n        <\/div>\r\n    <\/div>\r\n<\/section>\r\n<!--\/HEADER -->\r\n<section class=\"gray section-space\">\r\n    <div class=\"container\">\r\n        <div class=\"row\">\r\n            <div class=\"col-12\">\r\n                <h2 class=\"section-headline mb-4\">Best practices to select, gather and use proper and model specific training data for AI development <\/h2>\r\n            <\/div>\r\n        <\/div>\r\n        <div class=\"row\">\r\n            <div class=\"col-12 col-lg-6\">\r\n                <p>The quality of training data directly influences the quality of the AI model. \r\n\t\t\t\tWhile obtaining a vast amount of source data may not be too difficult, getting data that is of good quality and diversity is. The reasons for such are various, but Mr. Rozsenich cites issues created by complex legal data privacy frameworks like GDPR in the EU, which has rendered much of the previously acceptable data unusable for training new AI models. It is also difficult for data scientists in certain industries to source good data. Rozsenich also states that certain types of organizations may have difficulties acquiring data for other reasons. For example, startups and small companies must often acquire quality training data on a limited budget or don&#8217;t yet possess this data. Companies often need someone who can help them source the data, ensure quality data, and ensure that the data is legit.\r\n\t\t\t\t<\/p>\r\n                \r\n            <\/div>\r\n            <div class=\"col-12 col-lg-6\">\r\n                <p>In this paper, we will examine two critical elements of good data &#8211; quality and diversity &#8211; via two of clickworker&#8217;s typical use cases: facial recognition and voice recognition. We will also expound upon what constitutes good data quality, along with the challenges of acquiring said data. We&#8217;ll also look at what steps one leading data enrichment firm, clickworker, did to overcome these challenges and add value for its client.\r\n                <\/p>\r\n            <\/div>\r\n        <\/div>\r\n    <\/div>\r\n\t<div class=\"container\" id=\"download\">\r\n        <div class=\"row\">\r\n            <div class=\"col-12 col-lg-6 mx-auto text-center\">\r\n                <h2 class=\"section-headline mb-4\">Download the Whitepaper<\/h2>\r\n            <\/div>\r\n        <\/div>\r\n        <div class=\"row mb-4\" id=\"download_wrapper2\">\r\n            <div class=\"col-12 col-lg-6 mx-auto text-left\">\r\n\r\n                <form method=\"post\" action=\"#\" id=\"whitepaperForm\"  novalidate>\n    <div class=\"row\">\n        <div class=\"form-group col-12 col-md-6\">\n        <input minlength=\"3\" required=\"required\" type=\"text\" name=\"wp_firstname\" id=\"wp_firstname\" class=\"form-control\"\n                placeholder=\"First name *\"  >\n            <div 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>Chile<\/option>\n<option value='China' >China<\/option>\n<option value='Christmas Island' >Christmas Island<\/option>\n<option value='Cocos (Keeling) Islands' >Cocos (Keeling) Islands<\/option>\n<option value='Colombia' >Colombia<\/option>\n<option value='Comoros' >Comoros<\/option>\n<option value='Congo' >Congo<\/option>\n<option value='Cook Islands' >Cook Islands<\/option>\n<option value='Costa Rica' >Costa Rica<\/option>\n<option value='Croatia' >Croatia<\/option>\n<option value='Cuba' >Cuba<\/option>\n<option value='Cyprus' >Cyprus<\/option>\n<option value='Czech Republic' >Czech Republic<\/option>\n<option value='C\u00f4te d'Ivoire' >C\u00f4te d'Ivoire<\/option>\n<option value='Denmark' >Denmark<\/option>\n<option value='Djibouti' >Djibouti<\/option>\n<option value='Dominica' >Dominica<\/option>\n<option value='Dominican Republic' >Dominican Republic<\/option>\n<option value='East Timor' >East Timor<\/option>\n<option value='Ecuador' >Ecuador<\/option>\n<option value='Egypt' 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You may opt out of any communication from clickworker at any time. For more information, please see our <a href=\"https:\/\/workplace.clickworker.com\/en\/agreements\/33\" rel=\"noopener\" target=\"_blank\">privacy policy<\/a>.<\/p>\r\n\r\n            <\/div>\r\n        <\/div>\r\n        <div class=\"row mb-4\" id=\"download_wrapper_e2\">\r\n            <div class=\"col-12 col-lg-6 mx-auto text-left\">\r\n                <p class=\"my-0 text-center\">It seems that you have already downloaded our Whitepaper.<\/p>\r\n            <\/div>\r\n        <\/div>\t\t\r\n    <\/div>\r\n\r\n<div class=\"divide-80 d-none d-lg-block\"><\/div>\r\n<\/section>\r\n\r\n","protected":false},"excerpt":{"rendered":"<p>Achieving AI ROI Through Data Quality and Diversity Investments in AI development are continuously increasing, which indicates that business leaders understand the business value and ROI. One of the most critical elements of the development of good AI models, that return high ROI, is well-sourced training data. Sans such data, a good AI model \u2013 [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"whitepaper-download-template.php","meta":{"footnotes":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Achieving AI ROI Through Data Quality and Diversity - Whitepaper<\/title>\n<meta name=\"description\" content=\"Christian talks about his company&#039;s experience in successful customer AI Training projects and the challenge of gathering and usage of proper training data.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.clickworker.com\/achieving-ai-roi-through-training-data-diversity\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Achieving AI ROI Through Data Quality and Diversity - 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