{"id":18290,"date":"2023-03-08T14:53:56","date_gmt":"2023-03-08T14:53:56","guid":{"rendered":"https:\/\/digitalscientists.com\/?page_id=18290"},"modified":"2024-10-23T15:39:49","modified_gmt":"2024-10-23T15:39:49","slug":"minimum-viable-model","status":"publish","type":"page","link":"https:\/\/digitalscientists.com\/ai-machine-learning\/minimum-viable-model\/","title":{"rendered":"Minimum viable model"},"content":{"rendered":"\n\n<!-- Block Settings -->\n\n    <section id=\"landing-page-header-block_f73897575063ed0d245219227cc4d3f6\"\n             class=\" guttenberg-block landing-page-header alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"landing-page-header__container\">\n            \n            <div class=\"landing-page-header__inner-l\">\n                <div class=\"landing-page-header__label section-label\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <h5>Minimum viable model<\/h5>\n                <\/div>\n\n                                    <div class=\"landing-page-header__title\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <h1>Minimum viable model &#8211; getting started with AI.<\/h1>\n                    <\/div>\n                \n                                    <div class=\"landing-page-header__left-side-text\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <div>\n<h2>Design, build, and test an AI \/ ML model with optimal investment and minimal risk.<\/h2>\n<\/div>\n<p>&nbsp;<\/p>\n<p>With deep expertise in AI and machine learning, our product and development team can work with you to identify, test, and solve your business challenges with AI.<\/p>\n                    <\/div>\n                \n                                                            <a class=\"landing-page-header__btn btn btn--dark\"\n                           href=\"https:\/\/calendly.com\/bob-klein\/digital-scientists?hide_gdpr_banner=1\"\n                           target=\"_self\"\n                           data-aos=\"fade\" data-aos-duration=\"1000\"\n                        >\n                            <span>Discuss My Project<\/span>\n                            <span class=\"dec\"><\/span>\n                        <\/a>\n                                                <\/div>\n\n                            <div class=\"landing-page-header__inner-r\">\n                                                                        <div class=\"landing-page-header__image-wrap\">\n                                                                                                            <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2021\/01\/ML_chart_PM@2x@2x.png\" alt=\"An example of Machine Learning\" \/>\n                                                                                                <\/div>\n                        \n                    \n                                    <\/div>\n            \n        <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"section-content-block_3c2b9c6751f11b22056452bc234fac5d\"\n             class=\" guttenberg-block section-content alignfull\"\n             style=\"background-color: #ffffff; color: #333;\"\n             data-color=\"#333\" data-bg=\"#ffffff\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        \n        <div class=\"section-content__container  no-top-indent\">\n            <div class=\"section-content__content section-content__content--image right\">\n                \n                                    <div class=\"section-content__title section-title\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <h2>What is a Minimum Viable Model (MVM)?<\/h2>\n                    <\/div>\n                \n                                    <div class=\"section-content__text section-text\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <p>You&#8217;ve heard of an <a href=\"https:\/\/digitalscientists.com\/minimum-viable-product\/\">MVP<\/a>, right? Similarly, a minimum viable model (or MVM) is the creation of an AI\/ML application that is able to be tested. In software development, it&#8217;s the first major milestone of an AI model.<\/p>\n<p>The goal of an MVM is to be able to build quickly, test early and discover real world opportunities or challenges while reducing risk and costs to creating and implementing AI application.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n                    <\/div>\n                \n                            <\/div>\n\n                        <div class=\"section-content__media right \" data-aos=\"fade\" data-aos-duration=\"1000\">\n                                    <div class=\"section-content__image-wrap\">\n                                                    <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2023\/01\/ImageSaliency_football.gif\" alt=\"an animation of image saliency\" \/>\n                                            <\/div>\n                            <\/div>\n                    <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"section-content-block_2ad06f03bbff7e4468fd10878c2cf0ac\"\n             class=\" guttenberg-block section-content alignfull\"\n             style=\"background-color: #f1f2ea; color: #333;\"\n             data-color=\"#333\" data-bg=\"#f1f2ea\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        \n        <div class=\"section-content__container \">\n            <div class=\"section-content__content section-content__content--image right\">\n                                    <div class=\"section-content__label section-label\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <p>Why Digital Scientists?<\/p>\n                    <\/div>\n                \n                                    <div class=\"section-content__title section-title\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <h2>Why choose Digital Scientists for your MVM development?<\/h2>\n                    <\/div>\n                \n                                    <div class=\"section-content__text section-text\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <p><!-- wp:paragraph --><\/p>\n<ul>\n<li><strong>We&#8217;re experienced<\/strong> &#8211; We don&#8217;t just talk about AI\/ML, we&#8217;ve been developing minimum viable models for partners for years.<\/li>\n<li><strong>We deliver &#8211;\u00a0<\/strong>Our integrated team of product managers, designers and developers can build the <a href=\"https:\/\/digitalscientists.com\/web-application-development\/\">web application<\/a> or <a href=\"https:\/\/digitalscientists.com\/mobile-app-development\/\">mobile application<\/a> that your AI\/ML model will live within.<\/li>\n<li><strong>We&#8217;re U.S.-based<\/strong> &#8211; Work with a team that&#8217;s in your timezone and understands your business&#8217;s unique challenges.<\/li>\n<\/ul>\n<p>Digital Scientists is a leading experience lab that develops digital products and experiences for large and mid-sized companies. We are a unique collective of researchers, designers, and developers of the digital world who pride ourselves in producing exceptional services and experiences with a fast, highly disciplined team. Our product managers, designers and developers, all of whom are in-house and fully employed by DS, our development team is Google Cloud Certified.<br \/>\n<!-- \/wp:list-item --><\/p>\n<p><!-- \/wp:list --><\/p>\n                    <\/div>\n                \n                            <\/div>\n\n                        <div class=\"section-content__media right \" data-aos=\"fade\" data-aos-duration=\"1000\">\n                                    <div class=\"section-content__image-wrap\">\n                                                    <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2023\/03\/ML6-scaled-e1600954254260.jpg\" alt=\"Machine learning code image\" \/>\n                                            <\/div>\n                            <\/div>\n                    <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"featured-cs-block_bedd66a2cae41a74f41204192088769d\"\n             class=\" guttenberg-block featured-cs alignfull\"\n             style=\"background-color: #f1f2ea; color: #333;\"\n             data-color=\"#333\" data-bg=\"#f1f2ea\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        \n        <div class=\"featured-cs__container grid   no-top-indent\">\n            <div class=\"featured-cs__content\">\n                \n                                    <div class=\"featured-cs__title section-title\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <h2>Some of our AI development work that began with a MVM<\/h2>\n                    <\/div>\n                \n                \n                            <\/div>\n\n                                            <div class=\"featured-cs__cards fcs-grid\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <div class=\"featured-cs__cards-list \">\n                                                                                            <div class=\"cs-card \">\n                                        <div class=\"cs-card__inner\">\n                                            <a class=\"cs-card__link\" href=\"https:\/\/digitalscientists.com\/case-studies\/mailchimps-creative-assistant\/\" target=\"\"><\/a>\n                                            <div class=\"cs-card__image-wrap\">\n                                                                                                    <img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"533\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2023\/01\/Mailchimp-Creative-Assistant-Site-Analyzer1.gif\" class=\"attachment- size- wp-post-image\" alt=\"&lt;h2&gt;Some of our AI development work that began with a MVM&lt;\/h2&gt;\n\" \/>                                                                                            <\/div>\n\n\n                                                                                            <h3 class=\"cs-card__title\">Mailchimp&#8217;s Creative Assistant<\/h3>\n                                            \n                                                                                            <p class=\"cs-card__headline\">\n                                                    AI-driven custom designs with the click of a button.                                                <\/p>\n                                            \n                                            <div class=\"cs-card__categories\">\n                                                AI, UX\/UI                                            <\/div>\n                                        <\/div>\n                                    <\/div>\n                                                                                                                                                                                        <div class=\"cs-card \">\n                                        <div class=\"cs-card__inner\">\n                                            <a class=\"cs-card__link\" href=\"https:\/\/digitalscientists.com\/case-studies\/logo-detection\/\" target=\"\"><\/a>\n                                            <div class=\"cs-card__image-wrap\">\n                                                                                                    <img loading=\"lazy\" decoding=\"async\" width=\"505\" height=\"600\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Logo-detection-1.jpg\" class=\"attachment- size- wp-post-image\" alt=\"&lt;h1 class=&quot;h2&quot; data-inview=&quot;true&quot;&gt;AI-driven custom designs with the click of a button.&lt;\/h1&gt;\" srcset=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Logo-detection-1.jpg 505w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Logo-detection-1-253x300.jpg 253w, https:\/\/digitalscientists.com\/wp-content\/uploads\/2020\/10\/Logo-detection-1-314x373.jpg 314w\" sizes=\"(max-width: 505px) 100vw, 505px\" \/>                                                                                            <\/div>\n\n\n                                                                                            <h3 class=\"cs-card__title\">Logo detection<\/h3>\n                                            \n                                                                                            <p class=\"cs-card__headline\">\n                                                    Get personal with logo detection                                                <\/p>\n                                            \n                                            <div class=\"cs-card__categories\">\n                                                AI                                            <\/div>\n                                        <\/div>\n                                    <\/div>\n                                                                                                                                                                                        <div class=\"cs-card \">\n                                        <div class=\"cs-card__inner\">\n                                            <a class=\"cs-card__link\" href=\"https:\/\/digitalscientists.com\/case-studies\/image-saliency-detection\/\" target=\"\"><\/a>\n                                            <div class=\"cs-card__image-wrap\">\n                                                                                                    <img loading=\"lazy\" decoding=\"async\" width=\"505\" height=\"250\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2023\/01\/Image-saliency-detection-1.gif\" class=\"attachment- size- wp-post-image\" alt=\"&lt;h1 class=&quot;h2&quot; data-inview=&quot;true&quot;&gt;Get personal with logo detection&lt;\/h1&gt;\" \/>                                                                                            <\/div>\n\n\n                                                                                            <h3 class=\"cs-card__title\">Image saliency detection<\/h3>\n                                            \n                                                                                            <p class=\"cs-card__headline\">\n                                                    Identify the most important objects in an image                                                <\/p>\n                                            \n                                            <div class=\"cs-card__categories\">\n                                                AI                                            <\/div>\n                                        <\/div>\n                                    <\/div>\n                                                                                                                                        <\/div>\n                <\/div>\n                    <\/div>\n    <\/section>\n\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"section-content-block_62745ccca2a4333db12ada5b08577bb8\"\n             class=\" guttenberg-block section-content alignfull\"\n             style=\"background-color: #333; color: #fff;\"\n             data-color=\"#fff\" data-bg=\"#333\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        \n        <div class=\"section-content__container  no-bot-indent\">\n            <div class=\"section-content__content section-content__content--image right\">\n                \n                                    <div class=\"section-content__title section-title\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <h2>Our MVM process<\/h2>\n                    <\/div>\n                \n                                    <div class=\"section-content__text section-text\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <p>Our MVM process will guide you through the necessary steps to build an initial AI\/ML model. Our process follows the industry standards, starting with identifying a hypothesis, analyzing a data set, determining the appropriate algorithm, cleaning, segmenting and qualifying the data, training the algorithm against the data, and evaluating the model against the business use case.<\/p>\n                    <\/div>\n                \n                            <\/div>\n\n                        <div class=\"section-content__media right \" data-aos=\"fade\" data-aos-duration=\"1000\">\n                                    <div class=\"section-content__image-wrap\">\n                                                    <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/uploads\/2023\/03\/ML-Model_White.png\" alt=\"Machine Learning Process\" \/>\n                                            <\/div>\n                            <\/div>\n                    <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"started-carousel-block_7f236289f086dcbae09ff8949272cd1c\"\n             class=\" guttenberg-block started-carousel alignfull\"\n             style=\"background-color: #333; color: #fff;\"\n             data-color=\"#fff\" data-bg=\"#333\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        \n        <div class=\"started-carousel__container slider\">\n            <div class=\"started-carousel__content\">\n                                    <div class=\"started-carousel__title section-title\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                        <h2>What our MVM services are like.<\/h2>\n                    <\/div>\n                \n                            <\/div>\n\n                            <div class=\"slide-nav page-container\">\n                    <div id=\"sc-btn-prev\">\n                        <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/themes\/digital-scientists\/src\/assets\/icons\/prev.svg\" alt=\"prev\" \/>\n                    <\/div>\n                    <div id=\"sc-btn-next\">\n                        <img decoding=\"async\" src=\"https:\/\/digitalscientists.com\/wp-content\/themes\/digital-scientists\/src\/assets\/icons\/next.svg\" alt=\"next\" \/>\n                    <\/div>\n                <\/div>\n\n                <div class=\"sc-list sc-slider\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <div class=\"sc-list__wrapper swiper-wrapper\">\n                                                    <div class=\"sc-list__item swiper-slide\">\n                                <div class=\"sc-list__item-inner\" style=\"background-color: #d1f259; color: #333;\">\n                                    \n                                    <div class=\"sc-list__body\">\n                                        <span class=\"sc-list__item-count\">\n                                            1\/3                                        <\/span>\n\n                                                                                    <h3 class=\"sc-list__title\">We move quickly<\/h3>\n                                         \n                                                                                     <div class=\"sc-list__text\">\n                                                <p>Our product and development experts are trained to help teams to identify and uncover hidden opportunities for improving their businesses with AI and machine learning techniques \u2013 always with a focus on helping you move to market quickly with a viable solution at minimal risk. Our primary goal is to help companies test digital solutions fast.<\/p>\n                                            <\/div>\n                                          \n                                                                            <\/div>\n                                <\/div>\n                            <\/div>\n\n                                                    <div class=\"sc-list__item swiper-slide\">\n                                <div class=\"sc-list__item-inner\" style=\"background-color: #26d9c4; color: #333;\">\n                                    \n                                    <div class=\"sc-list__body\">\n                                        <span class=\"sc-list__item-count\">\n                                            2\/3                                        <\/span>\n\n                                                                                    <h3 class=\"sc-list__title\">We&#8217;re follow process<\/h3>\n                                         \n                                                                                     <div class=\"sc-list__text\">\n                                                <p>Each MVM engagement is a bit different, depending on the complexity, scope, and specific business use case you\u2019re trying to solve. But in every engagement, we follow a proven standardized process, pioneered by Google Cloud, that enables us to either quickly validate a narrow set of use cases to solve a need or to challenge existing assumptions and assertions.<\/p>\n                                            <\/div>\n                                          \n                                                                            <\/div>\n                                <\/div>\n                            <\/div>\n\n                                                    <div class=\"sc-list__item swiper-slide\">\n                                <div class=\"sc-list__item-inner\" style=\"background-color: #304fff; color: #fff;\">\n                                    \n                                    <div class=\"sc-list__body\">\n                                        <span class=\"sc-list__item-count\">\n                                            3\/3                                        <\/span>\n\n                                                                                    <h3 class=\"sc-list__title\">We deliver<\/h3>\n                                         \n                                                                                     <div class=\"sc-list__text\">\n                                                <p>Our team knows how to deliver. You&#8217;ll end your MVM engagement with a functional AI\/ML model that is ready to be tested on your use case.<\/p>\n                                            <\/div>\n                                          \n                                                                            <\/div>\n                                <\/div>\n                            <\/div>\n\n                                            <\/div>\n                <\/div>\n                    <\/div>\n    <\/section>\n\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"case-study-lists-block_cc225b8b74dfc7b2d9ac63de4f31709f\"\n             class=\"no-top-indent  guttenberg-block case-study-lists alignfull\"\n             style=\"background-color: #333; color: #fff;\"\n             data-color=\"#fff\" data-bg=\"#333\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        \n        <div class=\"case-study-lists__container\">\n                            <div class=\"section-title case-study-lists__title\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                    <p>MVM deliverables often include:<\/p>\n                <\/div>\n\n            <div class=\"case-study-lists__inner-r\">\n                <div class=\"case-study-lists__lists-wrap\">\n                                            <div class=\"case-study-list\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                            <ul>\n<li>Competitive analysis<\/li>\n<li>Customer journey maps<\/li>\n<li>Solution architecture documentation<\/li>\n<\/ul>\n                        <\/div>\n                    \n                                            <div class=\"case-study-list\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                            <ul>\n<li>Product requirements<\/li>\n<li>Defined business and technical level roadmap<\/li>\n<li>Testable AI\/ML model<\/li>\n<\/ul>\n                        <\/div>\n                                    <\/div>\n            <\/div>\n                    <\/div>\n\n        <div class=\"case-study-lists__bottom page-container\">\n                    <\/div>\n    <\/section>\n\n\n\n\n<!-- Block Settings -->\n\n    <section id=\"next-page-block_261d2d335a9909e972d3f23aa5944fcc\"\n             class=\" guttenberg-block next-page alignfull\"\n             style=\"background-color: #26d9c4; color: #333;\"\n             data-color=\"#333\" data-bg=\"#26d9c4\"\n             data-new-color=\"\" data-new-bg=\"\"\n    >\n        <div class=\"next-page__container\">\n\n            \n            <div class=\"next-page__content-wrap\" data-aos=\"fade\" data-aos-duration=\"1000\">\n                                    <div class=\"next-page__title section-title\">\n                        <p>Ready to start a minimum viable model? Let&#8217;s talk.<\/p>\n                    <\/div>\n                \n                                    <a class=\"next-page__btn arrow-btn  arrow-btn--dark\" href=\"https:\/\/digitalscientists.com\/contact\/\" target=\"_self\">\n                        <span class=\"dec\"><\/span>\n                    <\/a>\n                            <\/div>\n\n            \n            \n            \n        <\/div>\n    <\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":30,"featured_media":18278,"parent":20414,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"templates\/tpl_full-width.php","meta":{"_acf_changed":false,"om_disable_all_campaigns":false,"inline_featured_image":false,"_price":"","_stock":"","_tribe_ticket_header":"","_tribe_default_ticket_provider":"","_tribe_ticket_capacity":"0","_ticket_start_date":"","_ticket_end_date":"","_tribe_ticket_show_description":"","_tribe_ticket_show_not_going":false,"_tribe_ticket_use_global_stock":"","_tribe_ticket_global_stock_level":"","_global_stock_mode":"","_global_stock_cap":"","_tribe_rsvp_for_event":"","_tribe_ticket_going_count":"","_tribe_ticket_not_going_count":"","_tribe_tickets_list":"[]","_tribe_ticket_has_attendee_info_fields":false,"footnotes":""},"coauthors":[91],"class_list":["post-18290","page","type-page","status-publish","has-post-thumbnail","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Minimum Viable Model for AI\/ML | Digital Scientists<\/title>\n<meta name=\"description\" content=\"Design, build, and test a machine learning model with optimal investment and minimal risk. 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