{"id":4269644,"date":"2021-06-28T17:58:00","date_gmt":"2021-06-28T15:58:00","guid":{"rendered":"https:\/\/www.deptagency.com\/insight\/machine-learning-for-product-managers-101\/"},"modified":"2025-12-08T13:42:24","modified_gmt":"2025-12-08T11:42:24","slug":"machine-learning-for-product-managers-101","status":"publish","type":"article","link":"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/","title":{"rendered":"Machine Learning for Product Managers &#8211; Machine Learning 101"},"content":{"rendered":"<div class=\"block-article-post-header js-block-article-post-header block-article-post-header__theme--onyxGrey\">\n\t<button\tclass=\"cta-button block-article-post-header__back-button cta-button__color--white cta-button__style--back\" aria-label=\"Back\" >\n\t<svg width='41' height='41' viewBox='0 0 41 41' fill='none' xmlns='http:\/\/www.w3.org\/2000\/svg'><circle cx='20.5' cy='20.5' r='19.5' transform='rotate(-90 20.5 20.5)' stroke='var(--dept-button-icon-outline-color)' stroke-width='1.3' stroke-miterlimit='10' fill='none'\/><circle class='icon-backplate' cx='20.5' cy='20.5' r='19.5' transform='rotate(-90 20.5 20.5)' fill='var(--dept-button-icon-backplate-color)' fill-opacity='1'\/><path class='icon-center' d='M21.174 30 11 20.674l10.174-9.326m-9.326 9.328H30.5' stroke='var(--dept-button-icon-color)' stroke-width='1.3' stroke-miterlimit='10' fill='none'\/><\/svg>\n\t\t\t<span>\n\t\t\tBack to all articles\t\t<\/span>\n\t\n<\/button><h1\t\tclass=\"typography block-article-post-header__title typography__color--white typography__size--h1 typography__align--left\"\n\t\t\t>\n\t\tMachine Learning for Product Managers &#8211; Machine Learning 101\t<\/h1><div\n\t\tclass=\"image-wrap block-article-post-header__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg\"\n\t\t\t\tclass=\"image block-article-post-header__image\"\n\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div><div class=\"author block-article-post-header__author\" data-animation=\"slide-fade\">\n\t\t\t<img\n\t\t\tclass=\"author__portrait\"\n\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2021\/05\/Jesse_Streb-150x150.jpg\"\n\t\t\talt=\"Jesse Streb\"\n\t\t\/>\n\t\n\t<div class=\"author__text\">\n\t\tJesse Streb\t\t<br \/>\n\t\tGlobal SVP, Engineering &amp; Technology\n\t\t\t<\/div>\n<\/div>\n\t<div class=\"block-article-post-header__meta\">\n\t\t\t\t\t\t\t<div class=\"block-article-post-header__meta-date\">\n\t\t\t\t<div class=\"block-article-post-header__date-description\">\n\t\t\t\t\tDate\t\t\t\t<\/div>\n\t\t\t\t<div class=\"block-article-post-header__published-date\">\n\t\t\t\t\t28 June 2021\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-panel-with-image-and-rich-text\">\n\t<div class=\"block-panel-with-image-and-rich-text__left block-panel-with-image-and-rich-text__left--white\">\n\t\t<div class=\"block-panel-with-image-and-rich-text__media\">\n\t\t\t<div\n\t\tclass=\"image-wrap block-panel-with-image-and-rich-text__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg\"\n\t\t\t\tclass=\"image block-panel-with-image-and-rich-text__image\"\n\n\t\t\t\t\t\t\t\talt=\"machine learning for product managers\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div>\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"block-panel-with-image-and-rich-text__right block-panel-with-image-and-rich-text__right--white\">\n\t\t\n<div class='block-panel-with-image-and-rich-text__item'><div class='block-panel-with-image-and-rich-text__item-inner'><h2 class=\"heading heading__size--l heading__align--left block-heading__heading\">\n\t\t\tMachine learning (ML) makes it possible for product managers to scale data analytics, expedite research, automate tasks, and alert users.\t<\/h2><\/div><\/div>\n\n<div class='block-panel-with-image-and-rich-text__item'><div class='block-panel-with-image-and-rich-text__item-inner'><p class=\"paragraph paragraph__size--default paragraph__align--left block-paragraph__paragraph\">With a well-managed algorithm, you can easily enhance your product and grow your user base.<br><br>But how do you get started? Machine learning seems so mysterious. And that\u2019s because\u00a0<em>it sort of is<\/em>\u00a0mysterious.<br><br>Even the algorithm creators don\u2019t fully understand \u201cwhy\u201d an algorithm selects something over another. For a product manager, it\u2019s a lot to comprehend. However, there are some things that are relatively simple to understand, and that\u2019s what we&#8217;re going to take you through in this 101 crash course for product managers. With this knowledge, you can communicate with your team effectively and work with them to find solutions.<br><br>Here are the most important things that product managers should know about machine learning.<\/p><\/div><\/div>\n\t<\/div>\n<\/div>\n\n<div class=\"quote block-quote__quote quote__theme--richBlack\">\n\n\t<div class=\"quote__content\" >\n\t\t<h2 class=\"heading heading__color--white heading__align--left quote__heading\">\n\t\t\tMachine learning technology is really good at finding anomalies and patterns in data.\t<\/h2>\t<\/div>\n\n<\/div>\n\n<div class=\"block-title-and-content js-block-title-and-content block-title-and-content__theme--white\">\n\t<div class=\"block-title-and-content__layout\">\n\t\t<h2\t\tclass=\"typography block-title-and-content__title typography__color--onyxGrey typography__size--h2 typography__align--left\"\n\t\tdata-size-mobile=\"h2\" \t>\n\t\tMachine Learning 101 &#8211; What Is It?\t<\/h2>\n\t\t\t\t\t<div class=\"block-title-and-content__content\">\n\t\t\t\t\n<p\t\tclass=\"typography block-typography__typography typography__color--onyxGrey typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tMachine learning is sort of like <a href=\"https:\/\/www.youtube.com\/watch?v=EUN1ClT9i9w&amp;t=3s\">The Oracle in the Matrix. <\/a><br><br>You bring it a question and it gives you an accurate, yet secret, answer.<em> <\/em><br><br>A simple example might be determining whether pictures of people are smiling, neutral or frowning. A program would present an image to the machine learning algorithm and it would spit out an answer: smiling.<br><br>While people often associate ML with AI (artificial intelligence), they are not interchangeable terms. ML makes up a single part of the complex AI spectrum.<br><br>AI experts aim to create software and robots that mimic human behavior on a broad scale (for improved feedback\/services etc.), and ML is one subset\/application to realize this goal. There are various ML methods, depending on the type of processed data. However, all ML methods work by direct computation and applying data without a preset equation &#8211; similar to the human mind.<br>\t<\/p>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\n\t<div class=\"block-title-and-content__social-links\">\n\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"copy\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Copy page link\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tdata-tooltip=\"true\"\n\t\t\t\t\tdata-tooltip-text=\"Link copied to clipboard.\"\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg' width='22' height='22' viewBox='0 0 22 22'><path d='M6.832 15.167l8.333-8.333M9.332 6.001l2.787-2.787a4.715 4.715 0 016.666 0v0a4.715 4.715 0 010 6.667L16 12.668M5.999 9.334l-2.787 2.787a4.715 4.715 0 000 6.666v0a4.715 4.715 0 006.667 0l2.787-2.786' stroke='currentColor' stroke-width='2'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"facebook\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Facebook\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='14' height='22' viewBox='0 0 14 22' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M4.032 22L4 12H0V8h4V5.5C4 1.789 6.298 0 9.61 0c1.585 0 2.948.118 3.345.17v3.88H10.66c-1.8 0-2.15.856-2.15 2.112V8h5.241l-2 4H8.51v10H4.032z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/api.whatsapp.com\/send?text=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"whatsapp\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Whatsapp\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg xmlns='http: \/\/www.w3.org\/2000\/svg' width='25' height='24' viewBox='0 0 25 24'><path d='M.805 24l1.687-6.163a11.869 11.869 0 01-1.588-5.945C.907 5.335 6.244 0 12.801 0c3.182.001 6.17 1.24 8.415 3.488a11.819 11.819 0 013.481 8.413c-.002 6.558-5.34 11.893-11.896 11.893h-.005c-1.99-.001-3.947-.5-5.685-1.448L.805 24zm6.598-3.807l.361.214a9.874 9.874 0 005.033 1.378h.004c5.45 0 9.885-4.434 9.888-9.885a9.824 9.824 0 00-2.894-6.993 9.823 9.823 0 00-6.99-2.898c-5.454 0-9.89 4.434-9.892 9.884a9.86 9.86 0 001.512 5.26l.235.374-.999 3.648 3.742-.982z' fill='currentColor'\/><path d='M9.825 6.921c-.24-.58-.486-.501-.668-.51-.174-.009-.372-.01-.57-.01-.198 0-.52.074-.793.371-.272.298-1.04 1.017-1.04 2.48 0 1.462 1.065 2.875 1.214 3.073.148.199 2.096 3.2 5.078 4.487.709.306 1.262.49 1.694.626.712.226 1.36.194 1.872.118.571-.085 1.759-.72 2.007-1.413.247-.694.247-1.29.173-1.413-.074-.124-.272-.199-.57-.347-.297-.149-1.758-.868-2.03-.967-.273-.1-.471-.149-.67.149-.198.297-.767.966-.94 1.165-.174.198-.348.223-.645.074-.297-.149-1.255-.462-2.39-1.475-.884-.788-1.48-1.76-1.654-2.058-.173-.298-.018-.459.13-.607.134-.133.298-.347.446-.52.149-.174.199-.298.298-.496.099-.198.05-.372-.025-.52-.074-.15-.669-1.612-.917-2.207z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F&#038;text=Machine%20Learning%20for%20Product%20Managers%20&#8211;%20Machine%20Learning%20101\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"twitter\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Twitter\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='25' height='20' viewBox='0 0 25 20' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M24.75 2.3c-.9.4-1.8.7-2.8.8 1-.6 1.8-1.6 2.2-2.7-1 .6-2 1-3.1 1.2-.9-1-2.2-1.6-3.6-1.6-2.7 0-4.9 2.2-4.9 4.9 0 .4 0 .8.1 1.1-4.2-.2-7.8-2.2-10.2-5.2-.5.8-.7 1.6-.7 2.5 0 1.7.9 3.2 2.2 4.1-.8 0-1.6-.2-2.2-.6v.1c0 2.4 1.7 4.4 3.9 4.8-.4.1-.8.2-1.3.2-.3 0-.6 0-.9-.1.6 2 2.4 3.4 4.6 3.4-1.7 1.3-3.8 2.1-6.1 2.1-.4 0-.8 0-1.2-.1 2.2 1.4 4.8 2.2 7.5 2.2 9.1 0 14-7.5 14-14v-.6c1-.7 1.8-1.6 2.5-2.5z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"linkedin\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Linkedin\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='19' height='18' viewBox='0 0 19 18' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M1.15 17.3h3.6V5.8h-3.6v11.5zM.75 2.1c0 1.2 1 2.1 2.1 2.1 1.2 0 2.1-.9 2.1-2.1 0-1.2-1-2.1-2.1-2.1-1.2 0-2.1 1-2.1 2.1zM14.45 17.3h3.6v-6.2c0-3.1-.7-5.5-4.3-5.5-1.8 0-2.9.9-3.4 1.8V5.8h-3.4v11.5h3.6v-5.7c0-1.5.2-2.9 2.1-2.9 1.8 0 1.8 1.7 1.8 3v5.6z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-title-and-content js-block-title-and-content block-title-and-content__theme--onyxGrey\">\n\t<div class=\"block-title-and-content__layout\">\n\t\t<h2\t\tclass=\"typography block-title-and-content__title typography__color--white typography__size--h2 typography__align--left\"\n\t\tdata-size-mobile=\"h2\" \t>\n\t\tHow Does Machine Learning Work?<br>\t<\/h2>\n\t\t\t\t\t<div class=\"block-title-and-content__content\">\n\t\t\t\t\n<p\t\tclass=\"typography block-typography__typography typography__color--bodyOnBlack typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tML most often involves supervised or unsupervised methods.<br><br>In supervised ML, data scientists &#8220;teach&#8221; a program with example data. Once the program has enough example data to recognize patterns, it can start to predict reasonable responses to new inputs.<br><br>For example, in programs designed to find bruises on apples, a person would upload images of apples with and without bruises, teaching the program to identify each instance. After a certain amount of repetitions, the program can accurately detect bruises.<br><br>Unsupervised ML uses inputs without labeled (recorded) responses. An exploratory data analytical technique known as clustering enables programs to detect the structures and patterns within input data, drawing inferences for the predictive model. As such, ML can learn experiences and apply them in novel situations.<br><br>Through the self-learning capabilities of ML,\u00a0product development and engineering\u00a0teams can invest more time in other aspects of the product life cycle. <br><br>Advanced ML versions may engage in deep learning through Deep Neural Network (DNN) structures with multiple layers, where successful layers within a program tap on previous layer outputs as new inputs.\t<\/p>\n\n<h3\t\tclass=\"typography block-typography__typography typography__color--bodyOnBlack typography__size--h6 typography__align--left\"\n\t\t\t>\n\t\tThe Mysteriousness of ML\t<\/h3>\n\n<p\t\tclass=\"typography block-typography__typography typography__color--bodyOnBlack typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tAs mentioned above, machine learning\u2019s outputs are on the secretive side. In other words, ML algorithms typically can\u2019t explain\u00a0<em>why<\/em>\u00a0they made a decision despite producing accurate results.<br><br>For things like apple and mango categorization, the mystery doesn\u2019t matter, but for decisions like loan applications and credit card fraud, this can be troubling.<br><br>While the lack of visibility may be acceptable during training or software testing phases, a vague \u201cblack box\u201d approach could be problematic in audits and long-term customer relations.<br><br>ML experts have recently developed explainable AI (XAI), aiming to improve clarity and transparency on the steps behind a generated solution.\t<\/p>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\n\t<div class=\"block-title-and-content__social-links\">\n\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"copy\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Copy page link\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tdata-tooltip=\"true\"\n\t\t\t\t\tdata-tooltip-text=\"Link copied to clipboard.\"\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg' width='22' height='22' viewBox='0 0 22 22'><path d='M6.832 15.167l8.333-8.333M9.332 6.001l2.787-2.787a4.715 4.715 0 016.666 0v0a4.715 4.715 0 010 6.667L16 12.668M5.999 9.334l-2.787 2.787a4.715 4.715 0 000 6.666v0a4.715 4.715 0 006.667 0l2.787-2.786' stroke='currentColor' stroke-width='2'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"facebook\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Facebook\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='14' height='22' viewBox='0 0 14 22' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M4.032 22L4 12H0V8h4V5.5C4 1.789 6.298 0 9.61 0c1.585 0 2.948.118 3.345.17v3.88H10.66c-1.8 0-2.15.856-2.15 2.112V8h5.241l-2 4H8.51v10H4.032z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/api.whatsapp.com\/send?text=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"whatsapp\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Whatsapp\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg xmlns='http: \/\/www.w3.org\/2000\/svg' width='25' height='24' viewBox='0 0 25 24'><path d='M.805 24l1.687-6.163a11.869 11.869 0 01-1.588-5.945C.907 5.335 6.244 0 12.801 0c3.182.001 6.17 1.24 8.415 3.488a11.819 11.819 0 013.481 8.413c-.002 6.558-5.34 11.893-11.896 11.893h-.005c-1.99-.001-3.947-.5-5.685-1.448L.805 24zm6.598-3.807l.361.214a9.874 9.874 0 005.033 1.378h.004c5.45 0 9.885-4.434 9.888-9.885a9.824 9.824 0 00-2.894-6.993 9.823 9.823 0 00-6.99-2.898c-5.454 0-9.89 4.434-9.892 9.884a9.86 9.86 0 001.512 5.26l.235.374-.999 3.648 3.742-.982z' fill='currentColor'\/><path d='M9.825 6.921c-.24-.58-.486-.501-.668-.51-.174-.009-.372-.01-.57-.01-.198 0-.52.074-.793.371-.272.298-1.04 1.017-1.04 2.48 0 1.462 1.065 2.875 1.214 3.073.148.199 2.096 3.2 5.078 4.487.709.306 1.262.49 1.694.626.712.226 1.36.194 1.872.118.571-.085 1.759-.72 2.007-1.413.247-.694.247-1.29.173-1.413-.074-.124-.272-.199-.57-.347-.297-.149-1.758-.868-2.03-.967-.273-.1-.471-.149-.67.149-.198.297-.767.966-.94 1.165-.174.198-.348.223-.645.074-.297-.149-1.255-.462-2.39-1.475-.884-.788-1.48-1.76-1.654-2.058-.173-.298-.018-.459.13-.607.134-.133.298-.347.446-.52.149-.174.199-.298.298-.496.099-.198.05-.372-.025-.52-.074-.15-.669-1.612-.917-2.207z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F&#038;text=Machine%20Learning%20for%20Product%20Managers%20&#8211;%20Machine%20Learning%20101\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"twitter\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Twitter\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='25' height='20' viewBox='0 0 25 20' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M24.75 2.3c-.9.4-1.8.7-2.8.8 1-.6 1.8-1.6 2.2-2.7-1 .6-2 1-3.1 1.2-.9-1-2.2-1.6-3.6-1.6-2.7 0-4.9 2.2-4.9 4.9 0 .4 0 .8.1 1.1-4.2-.2-7.8-2.2-10.2-5.2-.5.8-.7 1.6-.7 2.5 0 1.7.9 3.2 2.2 4.1-.8 0-1.6-.2-2.2-.6v.1c0 2.4 1.7 4.4 3.9 4.8-.4.1-.8.2-1.3.2-.3 0-.6 0-.9-.1.6 2 2.4 3.4 4.6 3.4-1.7 1.3-3.8 2.1-6.1 2.1-.4 0-.8 0-1.2-.1 2.2 1.4 4.8 2.2 7.5 2.2 9.1 0 14-7.5 14-14v-.6c1-.7 1.8-1.6 2.5-2.5z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"linkedin\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Linkedin\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='19' height='18' viewBox='0 0 19 18' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M1.15 17.3h3.6V5.8h-3.6v11.5zM.75 2.1c0 1.2 1 2.1 2.1 2.1 1.2 0 2.1-.9 2.1-2.1 0-1.2-1-2.1-2.1-2.1-1.2 0-2.1 1-2.1 2.1zM14.45 17.3h3.6v-6.2c0-3.1-.7-5.5-4.3-5.5-1.8 0-2.9.9-3.4 1.8V5.8h-3.4v11.5h3.6v-5.7c0-1.5.2-2.9 2.1-2.9 1.8 0 1.8 1.7 1.8 3v5.6z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-panel-with-image-and-rich-text\">\n\t<div class=\"block-panel-with-image-and-rich-text__left block-panel-with-image-and-rich-text__left--white\">\n\t\t<div class=\"block-panel-with-image-and-rich-text__media\">\n\t\t\t<div\n\t\tclass=\"image-wrap block-panel-with-image-and-rich-text__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/medical-imaging-machine-learning-example.jpeg\"\n\t\t\t\tclass=\"image block-panel-with-image-and-rich-text__image\"\n\n\t\t\t\t\t\t\t\talt=\"medical imaging machine learning example\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div>\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"block-panel-with-image-and-rich-text__right block-panel-with-image-and-rich-text__right--white\">\n\t\t\n<div class='block-panel-with-image-and-rich-text__item'><div class='block-panel-with-image-and-rich-text__item-inner'><h2 class=\"heading heading__size--l heading__align--left block-heading__heading\">\n\t\t\tMachine Learning Applications for Product Managers\t<\/h2><\/div><\/div>\n\n<div class='block-panel-with-image-and-rich-text__item'><div class='block-panel-with-image-and-rich-text__item-inner'><p class=\"paragraph paragraph__size--default paragraph__align--left block-paragraph__paragraph\">Currently, ML technology is really good at finding anomalies and patterns in data. For example, heart monitors and\u00a0<a href=\"https:\/\/news.mit.edu\/2020\/covid-19-cough-cellphone-detection-1029\">COVID cough analysis<\/a>.<br><br>In heart monitors, a machine learning algorithm is monitoring and learning a user\u2019s heartbeat at rest, walking, etc. Using past data, it can tell what\u2019s \u201cnormal\u201d and what\u2019s not. If a user\u2019s heart suddenly drops, the program can tell and then alert appropriate parties.<br><br>Other anomaly detections include medical imaging, weather, sorting, facial recognition. Even\u00a0<a href=\"https:\/\/www.businessinsider.com\/how-googles-self-driving-cars-see-the-world-2015-10\">autonomous vehicles<\/a>\u00a0use machine learning to \u201csee\u201d the road. Using supervised ML, humans have taught computers what stop signs, bikers, pedestrians look like. With enough data, a car can then tell on its own.<br><br>Machine learning that recognizes patterns might be marketing tools that learn your behavior and browsing history to recommend personalized products. If enough people buy socks with their shoes, then a machine learning algorithm will begin to recommend those socks on the shoe pages.<br><br>Modern businesses have also integrated ML technology in chatbots, offering effective round-the-clock customer service based on keywords found in visitor queries. Advanced ML chatbots have the capabilities to maintain the context of a chat, mainly via a technology known as\u00a0natural language processing\u00a0(NLP). NLP enables ML programs to derive meaning and patterns from human languages and respond.<\/p><\/div><\/div>\n\t<\/div>\n<\/div>\n\n<div class=\"block-title-and-content js-block-title-and-content block-title-and-content__theme--onyxGrey\">\n\t<div class=\"block-title-and-content__layout\">\n\t\t<h2\t\tclass=\"typography block-title-and-content__title typography__color--white typography__size--h2 typography__align--left\"\n\t\tdata-size-mobile=\"h2\" \t>\n\t\tTime Taken to Operationalize an ML Model\t<\/h2>\n\t\t\t\t\t<div class=\"block-title-and-content__content\">\n\t\t\t\t\n<p\t\tclass=\"typography block-typography__typography typography__color--bodyOnBlack typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tWhile product managers may discover a diverse range of high-performing ML products in the market, they should only invest in a solution once they have established a clear and measurable business application. Decision-makers need to determine the data they need to optimize predictions that drive product development.<br><br>The pricing of ML solutions varies according to the specific needs of a project. Mostly, the price depends on the type of data managed by a program. Data is necessary for validating any ML application, and acquiring that data could be the biggest challenge for many product managers, especially sensitive information.<br><br>Building an ML algorithm is merely the first step in the ML development process. Many additional considerations follow, spanning legal, compliance, IT, and data security processes. There will be disparate teams working together to apply and maintain the best ML practices collectively. <br><br>For example, although data scientists create the ML algorithm, it is typically up to DevOps teams to roll out and manage the ML systems.<br><br><strong>With all things considered, it can take months to successfully deploy a machine learning algorithm.<\/strong><br><br>Ultimately, product managers should prioritize ROI over data accuracy. Calculated returns should reflect potential miscalculations, the accuracy of predictions, and the cost incurred by mistakes. With the proper setup, ML solutions can automate continuous product improvement across multiple applications and data sources &#8211; without lifting a finger.<br><br>DEPT\u00ae&#8217;s team of trusted <a href=\"https:\/\/www.deptagency.com\/en-us\/service\/technology-engineering\/\">software developers<\/a> can help your product management team discover the most effective ML solutions.\u00a0\t<\/p>\n\t\t\t<\/div>\n\t\t\t<\/div>\n\n\t\n\t<div class=\"block-title-and-content__social-links\">\n\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"copy\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Copy page link\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tdata-tooltip=\"true\"\n\t\t\t\t\tdata-tooltip-text=\"Link copied to clipboard.\"\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg' width='22' height='22' viewBox='0 0 22 22'><path d='M6.832 15.167l8.333-8.333M9.332 6.001l2.787-2.787a4.715 4.715 0 016.666 0v0a4.715 4.715 0 010 6.667L16 12.668M5.999 9.334l-2.787 2.787a4.715 4.715 0 000 6.666v0a4.715 4.715 0 006.667 0l2.787-2.786' stroke='currentColor' stroke-width='2'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/www.facebook.com\/sharer\/sharer.php?u=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"facebook\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Facebook\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='14' height='22' viewBox='0 0 14 22' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M4.032 22L4 12H0V8h4V5.5C4 1.789 6.298 0 9.61 0c1.585 0 2.948.118 3.345.17v3.88H10.66c-1.8 0-2.15.856-2.15 2.112V8h5.241l-2 4H8.51v10H4.032z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/api.whatsapp.com\/send?text=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"whatsapp\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Whatsapp\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg xmlns='http: \/\/www.w3.org\/2000\/svg' width='25' height='24' viewBox='0 0 25 24'><path d='M.805 24l1.687-6.163a11.869 11.869 0 01-1.588-5.945C.907 5.335 6.244 0 12.801 0c3.182.001 6.17 1.24 8.415 3.488a11.819 11.819 0 013.481 8.413c-.002 6.558-5.34 11.893-11.896 11.893h-.005c-1.99-.001-3.947-.5-5.685-1.448L.805 24zm6.598-3.807l.361.214a9.874 9.874 0 005.033 1.378h.004c5.45 0 9.885-4.434 9.888-9.885a9.824 9.824 0 00-2.894-6.993 9.823 9.823 0 00-6.99-2.898c-5.454 0-9.89 4.434-9.892 9.884a9.86 9.86 0 001.512 5.26l.235.374-.999 3.648 3.742-.982z' fill='currentColor'\/><path d='M9.825 6.921c-.24-.58-.486-.501-.668-.51-.174-.009-.372-.01-.57-.01-.198 0-.52.074-.793.371-.272.298-1.04 1.017-1.04 2.48 0 1.462 1.065 2.875 1.214 3.073.148.199 2.096 3.2 5.078 4.487.709.306 1.262.49 1.694.626.712.226 1.36.194 1.872.118.571-.085 1.759-.72 2.007-1.413.247-.694.247-1.29.173-1.413-.074-.124-.272-.199-.57-.347-.297-.149-1.758-.868-2.03-.967-.273-.1-.471-.149-.67.149-.198.297-.767.966-.94 1.165-.174.198-.348.223-.645.074-.297-.149-1.255-.462-2.39-1.475-.884-.788-1.48-1.76-1.654-2.058-.173-.298-.018-.459.13-.607.134-.133.298-.347.446-.52.149-.174.199-.298.298-.496.099-.198.05-.372-.025-.52-.074-.15-.669-1.612-.917-2.207z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F&#038;text=Machine%20Learning%20for%20Product%20Managers%20&#8211;%20Machine%20Learning%20101\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"twitter\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Twitter\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='25' height='20' viewBox='0 0 25 20' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M24.75 2.3c-.9.4-1.8.7-2.8.8 1-.6 1.8-1.6 2.2-2.7-1 .6-2 1-3.1 1.2-.9-1-2.2-1.6-3.6-1.6-2.7 0-4.9 2.2-4.9 4.9 0 .4 0 .8.1 1.1-4.2-.2-7.8-2.2-10.2-5.2-.5.8-.7 1.6-.7 2.5 0 1.7.9 3.2 2.2 4.1-.8 0-1.6-.2-2.2-.6v.1c0 2.4 1.7 4.4 3.9 4.8-.4.1-.8.2-1.3.2-.3 0-.6 0-.9-.1.6 2 2.4 3.4 4.6 3.4-1.7 1.3-3.8 2.1-6.1 2.1-.4 0-.8 0-1.2-.1 2.2 1.4 4.8 2.2 7.5 2.2 9.1 0 14-7.5 14-14v-.6c1-.7 1.8-1.6 2.5-2.5z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t\t\t<a\n\t\t\t\thref=\"http:\/\/www.linkedin.com\/shareArticle?mini=true&#038;url=https%3A%2F%2Fwww.deptagency.com%2Fen-au%2Finsight%2Fmachine-learning-for-product-managers-101%2F\"\n\t\t\t\tdata-share-url=\"https:\/\/www.deptagency.com\/en-au\/insight\/machine-learning-for-product-managers-101\/\"\n\t\t\t\tdata-share-title=\"Machine Learning for Product Managers &#8211; Machine Learning 101\"\n\t\t\t\tdata-share-type=\"linkedin\"\n\t\t\t\tclass=\"block-title-and-content__social-links-item js-social-link\"\n\t\t\t\taria-label=\"Share to Linkedin\"\n\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\trel=\"noopener noreferrer\"\n\t\t\t\t\n\t\t\t\t\t\t\t>\n\t\t\t\t<svg width='19' height='18' viewBox='0 0 19 18' fill='none' xmlns='http: \/\/www.w3.org\/2000\/svg'><path d='M1.15 17.3h3.6V5.8h-3.6v11.5zM.75 2.1c0 1.2 1 2.1 2.1 2.1 1.2 0 2.1-.9 2.1-2.1 0-1.2-1-2.1-2.1-2.1-1.2 0-2.1 1-2.1 2.1zM14.45 17.3h3.6v-6.2c0-3.1-.7-5.5-4.3-5.5-1.8 0-2.9.9-3.4 1.8V5.8h-3.4v11.5h3.6v-5.7c0-1.5.2-2.9 2.1-2.9 1.8 0 1.8 1.7 1.8 3v5.6z' fill='currentColor'\/><\/svg>\t\t\t<\/a>\n\t\t\t\t<\/div>\n<\/div>\n\n<div class=\"block-highlighted-item-listing\">\n\t<h2\t\tclass=\"typography block-highlighted-item-listing__title typography__color--onyxGrey typography__size--regular-body typography__align--left\"\n\t\t\t>\n\t\tMore Insights?\t<\/h2><a\tclass=\"cta-button block-highlighted-item-listing__cta-button cta-button__color--onyxGrey cta-button__style--regular\" href=\"https:\/\/www.deptagency.com\/en-us\/all-insights\/\" >\n\t\n\t\t\t<span>\n\t\t\tView all Insights\t\t<\/span>\n\t\n<\/a>\n\t<div class=\"block-highlighted-item-listing__cards\">\n\t\t<a\tclass=\"universal-item-card universal-item-card__type--article universal-item-card--has-link-decoration\"\n\tdata-theme=\"white\"\n\t\t\thref=\"https:\/\/www.deptagency.com\/en-au\/insight\/dept-strong-performer-forrester-wave-commerce-services-q1-2026\/\"\n\t\t\t\ttitle=\"DEPT\u00ae named a Strong Performer in The Forrester Wave\u2122: Commerce Services, Q1 2026\"\n\t\t>\n\t\t\t<div class=\"universal-item-card__backplate universal-item-card__backplate--with-image\"><\/div>\n\t\n\t<div\n\t\tclass=\"image-wrap universal-item-card__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2026\/02\/Forrester-_-2026-_-Insight-_-Phrase-16_9.png\"\n\t\t\t\tclass=\"image universal-item-card__image\"\n\n\t\t\t\t\t\t\t\talt=\"DEPT\u00ae named a Strong Performer in The Forrester Wave\u2122: Commerce Services, Q1 2026\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div><p\t\tclass=\"typography universal-item-card__meta typography__color--darkGrey typography__size--eyebrow-lc typography__align--left\"\n\t\t\t>\n\t\tCOMMERCE&emsp;\u2022&emsp;Carryn Quibell\t<\/p><h3\t\tclass=\"typography universal-item-card__title typography__color--onyxGrey typography__size--h6 typography__align--left\"\n\t\t\t>\n\t\t<span>DEPT\u00ae named a Strong Performer in The Forrester Wave\u2122: Commerce Services, Q1 2026<\/span>\t<\/h3><button\tclass=\"cta-button universal-item-card__btn cta-button__color--onyxGrey cta-button__style--regular has-parent-hover\" >\n\t\n\t\t\t<span>\n\t\t\tRead Article\t\t<\/span>\n\t\n<\/button>\n\t\n\t<\/a><a\tclass=\"universal-item-card universal-item-card__type--article universal-item-card--has-link-decoration\"\n\tdata-theme=\"white\"\n\t\t\thref=\"https:\/\/www.deptagency.com\/en-au\/insight\/dept-brings-its-cannes-style-moments-year-round-with-future-club\/\"\n\t\t\t\ttitle=\"DEPT\u00ae brings its Cannes-Style moments year-round with Future Club\"\n\t\t>\n\t\t\t<div class=\"universal-item-card__backplate universal-item-card__backplate--with-image\"><\/div>\n\t\n\t<div\n\t\tclass=\"image-wrap universal-item-card__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2026\/02\/DFC-INSIGHT-IMAGE-1-1080X1350.png\"\n\t\t\t\tclass=\"image universal-item-card__image\"\n\n\t\t\t\t\t\t\t\talt=\"DEPT\u00ae brings its Cannes-Style moments year-round with Future Club\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div><p\t\tclass=\"typography universal-item-card__meta typography__color--darkGrey typography__size--eyebrow-lc typography__align--left\"\n\t\t\t>\n\t\tNEWS&emsp;\u2022&emsp;Marjan Straathof\t<\/p><h3\t\tclass=\"typography universal-item-card__title typography__color--onyxGrey typography__size--h6 typography__align--left\"\n\t\t\t>\n\t\t<span>DEPT\u00ae brings its Cannes-Style moments year-round with Future Club<\/span>\t<\/h3><button\tclass=\"cta-button universal-item-card__btn cta-button__color--onyxGrey cta-button__style--regular has-parent-hover\" >\n\t\n\t\t\t<span>\n\t\t\tRead Article\t\t<\/span>\n\t\n<\/button>\n\t\n\t<\/a><a\tclass=\"universal-item-card universal-item-card__type--article universal-item-card--has-link-decoration\"\n\tdata-theme=\"white\"\n\t\t\thref=\"https:\/\/www.deptagency.com\/en-au\/insight\/chatgpt-ads-the-next-phase-of-ai-driven-discovery\/\"\n\t\t\t\ttitle=\"ChatGPT ads &amp; the next phase of AI-driven discovery\"\n\t\t>\n\t\t\t<div class=\"universal-item-card__backplate universal-item-card__backplate--with-image\"><\/div>\n\t\n\t<div\n\t\tclass=\"image-wrap universal-item-card__image-wrap\"\n\t\tdata-align=\"center center\"\n\t\t\t>\n\n\t\t\t<picture\n\t\tclass=\"image__picture\"\n\t\t\t\t>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t<img\n\t\t\t\tsrc=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2026\/01\/ChatGPT-Ads-1920x1080-1.png\"\n\t\t\t\tclass=\"image universal-item-card__image\"\n\n\t\t\t\t\t\t\t\talt=\"ChatGPT ads &amp; the next phase of AI-driven discovery\"\n\t\t\t\t\n\t\t\t\t\t\t\t\t\tloading=\"lazy\"\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t\/>\n\t\t<\/picture>\n\t\n\t<\/div><p\t\tclass=\"typography universal-item-card__meta typography__color--darkGrey typography__size--eyebrow-lc typography__align--left\"\n\t\t\t>\n\t\tAI TRANSFORMATION&emsp;\u2022&emsp;Jenna Gardner\t<\/p><h3\t\tclass=\"typography universal-item-card__title typography__color--onyxGrey typography__size--h6 typography__align--left\"\n\t\t\t>\n\t\t<span>ChatGPT ads &amp; the next phase of AI-driven discovery<\/span>\t<\/h3><button\tclass=\"cta-button universal-item-card__btn cta-button__color--onyxGrey cta-button__style--regular has-parent-hover\" >\n\t\n\t\t\t<span>\n\t\t\tRead Article\t\t<\/span>\n\t\n<\/button>\n\t\n\t<\/a>\t<\/div>\n<\/div>\n\n<div\n\tclass=\"block-form-page js-block-form-page\"\n\t>\n\t<p\t\tclass=\"typography block-form-page__title typography__color--richBlack typography__size--h2 typography__align--left\"\n\t\tdata-size-mobile=\"h5\" \t>\n\t\tSign up for the DEPT\u00ae product newsletter \t<\/p><div class=\"pardot-forms block-form-page__pardot-forms js-pardot-forms\">\n\t\t<iframe\n\t\tdata-initial-src=\"https:\/\/www2.deptagency.com\/l\/321011\/2022-06-22\/2dqkjm8\"\n\t\tclass=\"pardot-forms__embed block-form-page__embed js-pardot-forms-embed\"\n\t\ttype=\"text\/html\"\n\t><\/iframe>\n\t<div class=\"loader pardot-forms__loader loader__color--hanPurple js-pardot-forms-loader\">\n\t<div class=\"loader__first\"><\/div>\n\t<div class=\"loader__second\"><\/div>\n<\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":4269645,"template":"","meta":{"_acf_changed":false,"es_utils_meta_schema":"","member_job_title":"","member_linkedin_url":"","dept_alt_featured_image":[],"dept_algolia_noindex":false,"dept_algolia_featured":false,"footnotes":""},"insight-topics":[42718],"person":[927],"class_list":["post-4269644","article","type-article","status-publish","has-post-thumbnail","hentry"],"acf":{"dept_is_3q_page":false,"dept_insight_featured":true,"dept_current_cpt_partner":null},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Machine Learning 101 for Product Managers - DEPT\u00ae<\/title>\n<meta name=\"description\" content=\"Machine learning seems so mysterious. How do you get started? Here are the most important things that product managers should know.\" \/>\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.deptagency.com\/en-apac\/?post_type=article&p=4269644\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning 101 for Product Managers - DEPT\u00ae\" \/>\n<meta property=\"og:description\" content=\"Machine learning seems so mysterious. How do you get started? Here are the most important things that product managers should know.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&amp;p=4269644\" \/>\n<meta property=\"og:site_name\" content=\"DEPT\u00ae\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-08T11:42:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"667\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644\",\"url\":\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644\",\"name\":\"Machine Learning 101 for Product Managers - DEPT\u00ae\",\"isPartOf\":{\"@id\":\"https:\/\/www.deptagency.com\/en-uki\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg\",\"datePublished\":\"2021-06-28T15:58:00+00:00\",\"dateModified\":\"2025-12-08T11:42:24+00:00\",\"description\":\"Machine learning seems so mysterious. How do you get started? Here are the most important things that product managers should know.\",\"breadcrumb\":{\"@id\":\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#breadcrumb\"},\"inLanguage\":\"en-AU\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-AU\",\"@id\":\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#primaryimage\",\"url\":\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg\",\"contentUrl\":\"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg\",\"width\":1000,\"height\":667},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.deptagency.com\/en-au\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Machine Learning for Product Managers &#8211; Machine Learning 101\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.deptagency.com\/en-uki\/#website\",\"url\":\"https:\/\/www.deptagency.com\/en-uki\/\",\"name\":\"DEPT\u00ae\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.deptagency.com\/en-uki\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-AU\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.deptagency.com\/en-uki\/#\/schema\/person\/810e1114c3160efaf92e78dea5467c8f\",\"name\":\"deptagency\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-AU\",\"@id\":\"https:\/\/www.deptagency.com\/en-uki\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/8886830df30b95ca73d803615e326acd8e70a6b55a0e29f2c89ff4b7f54553b2?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/8886830df30b95ca73d803615e326acd8e70a6b55a0e29f2c89ff4b7f54553b2?s=96&d=mm&r=g\",\"caption\":\"deptagency\"},\"sameAs\":[\"https:\/\/www.deptagency.com\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning 101 for Product Managers - DEPT\u00ae","description":"Machine learning seems so mysterious. How do you get started? Here are the most important things that product managers should know.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644","og_locale":"en_US","og_type":"article","og_title":"Machine Learning 101 for Product Managers - DEPT\u00ae","og_description":"Machine learning seems so mysterious. How do you get started? Here are the most important things that product managers should know.","og_url":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644","og_site_name":"DEPT\u00ae","article_modified_time":"2025-12-08T11:42:24+00:00","og_image":[{"width":1000,"height":667,"url":"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644","url":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644","name":"Machine Learning 101 for Product Managers - DEPT\u00ae","isPartOf":{"@id":"https:\/\/www.deptagency.com\/en-uki\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#primaryimage"},"image":{"@id":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#primaryimage"},"thumbnailUrl":"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg","datePublished":"2021-06-28T15:58:00+00:00","dateModified":"2025-12-08T11:42:24+00:00","description":"Machine learning seems so mysterious. How do you get started? Here are the most important things that product managers should know.","breadcrumb":{"@id":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#breadcrumb"},"inLanguage":"en-AU","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644"]}]},{"@type":"ImageObject","inLanguage":"en-AU","@id":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#primaryimage","url":"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg","contentUrl":"https:\/\/www.deptagency.com\/wp-content\/uploads\/2022\/02\/machine-learning-product-managers.jpeg","width":1000,"height":667},{"@type":"BreadcrumbList","@id":"https:\/\/www.deptagency.com\/en-apac\/?post_type=article&p=4269644#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.deptagency.com\/en-au\/"},{"@type":"ListItem","position":2,"name":"Machine Learning for Product Managers &#8211; Machine Learning 101"}]},{"@type":"WebSite","@id":"https:\/\/www.deptagency.com\/en-uki\/#website","url":"https:\/\/www.deptagency.com\/en-uki\/","name":"DEPT\u00ae","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.deptagency.com\/en-uki\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-AU"},{"@type":"Person","@id":"https:\/\/www.deptagency.com\/en-uki\/#\/schema\/person\/810e1114c3160efaf92e78dea5467c8f","name":"deptagency","image":{"@type":"ImageObject","inLanguage":"en-AU","@id":"https:\/\/www.deptagency.com\/en-uki\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/8886830df30b95ca73d803615e326acd8e70a6b55a0e29f2c89ff4b7f54553b2?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/8886830df30b95ca73d803615e326acd8e70a6b55a0e29f2c89ff4b7f54553b2?s=96&d=mm&r=g","caption":"deptagency"},"sameAs":["https:\/\/www.deptagency.com"]}]}},"_links":{"self":[{"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/insight\/4269644","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/insight"}],"about":[{"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/types\/article"}],"author":[{"embeddable":true,"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/users\/1"}],"version-history":[{"count":1,"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/insight\/4269644\/revisions"}],"predecessor-version":[{"id":4384757,"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/insight\/4269644\/revisions\/4384757"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/media\/4269645"}],"wp:attachment":[{"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/media?parent=4269644"}],"wp:term":[{"taxonomy":"insight-topic","embeddable":true,"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/insight-topics?post=4269644"},{"taxonomy":"person","embeddable":true,"href":"https:\/\/www.deptagency.com\/en-au\/wp-json\/wp\/v2\/person?post=4269644"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}