{"id":125891,"date":"2021-11-24T20:39:07","date_gmt":"2021-11-25T01:39:07","guid":{"rendered":"https:\/\/brainstation.io\/?post_type=career-guide&#038;p=125891"},"modified":"2025-11-28T17:07:32","modified_gmt":"2025-11-28T22:07:32","slug":"what-is-a-machine-learning-engineer","status":"publish","type":"career-guide","link":"https:\/\/brainstation.io\/career-guides\/what-is-a-machine-learning-engineer","title":{"rendered":"What Is a Machine Learning Engineer?"},"content":{"rendered":"\n<header class=\"wp-block-bstn-blocks-hero-with-ri bstn-blocks-hero-with-ri\"><div class=\"bstn-blocks-hero-with-ri__full-width-wrapper bstn-blocks-hero-with-ri__full-width-wrapper--main bstn-blocks-hero-with-ri__full-width-wrapper--bg-flair\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 1140 621\" class=\"bstn-blocks-hero-with-ri__bg-flair--rich\"><g opacity=\"0.55\"><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M60.026 736.434V203.02\"><\/path><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M60.364 436.132-120 436.131zm0-99.873H-120zm0-99.872H-120zM128 536.004h-248z\" clip-rule=\"evenodd\"><\/path><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M57.518 535.982a2.286 2.286 0 1 1 4.572 0 2.286 2.286 0 0 1-4.572 0m0-99.836a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002m0-99.837a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002m0-99.837a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002\" clip-rule=\"evenodd\"><\/path><\/g><g opacity=\"0.55\"><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M979.195-28.206V397.98m81.185-524.745V397.98\"><\/path><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M1141.45 168.46H964zm0 98.334H964zm0 98.333H964zm66.55-295H964z\" clip-rule=\"evenodd\"><\/path><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M1138.66 70.148a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49-.001zm-80.21 0c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.25zm-81.707 0a2.25 2.25 0 1 0 4.5.004 2.25 2.25 0 0 0-4.5-.005zm81.707 98.299a2.25 2.25 0 0 0 2.25 2.251 2.252 2.252 0 0 0 0-4.503 2.253 2.253 0 0 0-2.25 2.252m-81.707 0a2.25 2.25 0 1 0 4.498 0 2.25 2.25 0 0 0-2.249-2.252 2.25 2.25 0 0 0-2.249 2.252m161.917-.001a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0m0 98.299a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0m-80.21 0c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.251m-81.707 0a2.25 2.25 0 1 0 4.5.002 2.25 2.25 0 0 0-4.5-.002m81.707 98.299c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.251m-81.707 0a2.25 2.25 0 1 0 4.5.002 2.25 2.25 0 0 0-4.5-.002m161.917 0a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0\" clip-rule=\"evenodd\"><\/path><\/g><\/svg><div class=\"bstn-blocks-hero-with-ri__container\"><div class=\"bstn-blocks-hero-with-ri__copy-container\"><p class=\"bstn-blocks-hero-with-ri__subtitle\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 14 17\" class=\"bstn-blocks-hero-with-ri__subtitle-icon\"><path stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M12.554 16H2.444c-.383 0-.75-.158-1.021-.44A1.53 1.53 0 0 1 1 14.5M6.777 2H2.926c-.511 0-1 .21-1.362.586A2.04 2.04 0 0 0 1 4v10.5c0-.398.152-.78.423-1.06.27-.282.638-.44 1.021-.44h9.629c.127 0 .25-.053.34-.146a.5.5 0 0 0 .141-.354v-10c0-.133-.05-.26-.14-.354A.48.48 0 0 0 12.072 2h-1.445m.964 14v-3\"><\/path><path stroke=\"currentColor\" stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M10.628 9 8.703 7 6.777 9V2c0-.265.101-.52.282-.707A.94.94 0 0 1 7.739 1h1.926c.256 0 .5.105.681.293.18.187.282.442.282.707z\"><\/path><\/svg>2026 Guide<button class=\"share-tooltip\" data-share-tooltip-trigger=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 18 15\" class=\"share-tooltip__icon\"><path 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data-share-tooltip-link=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xml:space=\"preserve\" viewBox=\"0 0 16 16\" class=\"share-tooltip__share-option-icon\"><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M14 0H2C.9 0 0 .9 0 2v12c0 1.1.9 2 2 2h12c1.1 0 2-.9 2-2V2c0-1.1-.9-2-2-2M4.4 13.6H2.1V6.4h2.4v7.2zM3.3 5.4C2.5 5.4 2 4.8 2 4.2 2 3.5 2.5 3 3.4 3c.8 0 1.3.5 1.3 1.2-.1.6-.6 1.2-1.4 1.2m9.8 8.2h-2.4V9.7c0-1-.3-1.6-1.2-1.6-.7 0-1.1.4-1.3.9v4.5H5.8V6.3h2.4v1c.3-.5.9-1.2 2.2-1.2 1.6 0 2.8 1 2.8 3.2v4.3z\" clip-rule=\"evenodd\"><\/path><\/svg><\/a><span class=\"share-tooltip__link\" aria-label=\"Copy article link\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 19 18\" class=\"share-tooltip__share-option-icon\" data-share-tooltip-copy-link=\"true\"><path fill=\"currentColor\" d=\"m2.265 12.784 1.265-1.266-.633-.633a.896.896 0 0 1 0-1.266l7.595-7.593a.893.893 0 0 1 1.266 0l.633.632 1.264-1.264-.631-.633c-1.015-1.015-2.785-1.015-3.798 0L1.633 8.354a2.69 2.69 0 0 0 0 3.797zm15.821-6.96-.634-.632-1.265 1.265.633.633c.17.169.262.393.262.633a.9.9 0 0 1-.262.631L9.227 15.95a.92.92 0 0 1-1.266 0l-.633-.633-1.266 1.265.633.632a2.67 2.67 0 0 0 1.9.787c.716 0 1.39-.28 1.897-.787l7.594-7.593c.506-.507.786-1.18.786-1.897s-.28-1.392-.786-1.899zm0-3.797L16.82.76l-6.328 6.33 1.266 1.266zm-8.86 8.857L7.961 9.619l-6.328 6.33 1.265 1.264z\"><\/path><\/svg><\/span><\/div><\/button><\/p><h1 class=\"bstn-blocks-hero-with-ri__title\">What Is a Machine Learning Engineer?<\/h1><p class=\"bstn-blocks-hero-with-ri__description\">BrainStation&#8217;s Machine Learning Engineer career guide is intended to help you take the first steps toward a lucrative career in machine learning. Read on to learn more about what a Machine Learning Engineer is, their job responsibilities, and how to succeed in the role.<\/p><\/div><div class=\"bstn-blocks-hero-with-ri__ri-container\">    <div class=\"bstn-blocks-ri-form\">\n        <svg class=\"bstn-blocks-ri-form__bg-flair\" viewBox=\"0 0 436 496\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n            <path opacity=\".2\"\n                  d=\"M442 28l-83 134m0 0l90 92m-90-92l-234-29.782M36 427l-62-237 151-57.782M36 427l-62 91m62-91l35 115M36 427l413-99-81 200M125 132.218L-26 113 56-39\"\n                  stroke=\"#959FB2\"\/>\n        <\/svg>\n        <div class=\"bstn-blocks-ri-form__wrapper bstn-blocks-ri-form__wrapper--default\" data-view-default>\n            <div class=\"bstn-blocks-ri-form__title-section\">\n                <p class=\"bstn-blocks-ri-form__title\">Become a Machine Learning Engineer<\/p>\n                <p class=\"bstn-blocks-ri-form__subtitle\">Speak to a Learning Advisor to learn more about how our courses can help you become a Machine Learning Engineer.<\/p>\n            <\/div>\n            <form class=\"bstn-blocks-ri-form__form-section\" method=\"POST\" action=\"\/wordpress\/signup\">\n                <input type=\"text\" name=\"productSlug\" value=\"\"\n                       hidden\/>\n                <input type=\"text\" name=\"source\" value=\"Typewriter Form\" hidden\/>\n                <input type=\"text\" name=\"campaignName\" value=\"career-guides\" hidden\/>\n                <input type=\"text\" name=\"url\" style=\"display: none !important\" title=\"Leave this field blank\"\n                       autoComplete=\"off\"\/>\n                <input type=\"hidden\" name=\"ht\"\n                       value=\"2026-04-04T20:29:33+00:00\"\/>\n                <div class=\"bstn-blocks-ri-form__form-row\">\n                    <fieldset\n                        class=\"bstn-blocks-ri-form__form-field-group bstn-blocks-ri-form__form-field-group--half\">\n                        <input\n                            type=\"text\"\n                            name=\"firstName\"\n                            placeholder=\"First Name\"\n                            class=\"bstn-blocks-ri-form__input--text\"\n                            required\n                        >\n                    <\/fieldset>\n                    <fieldset\n                        class=\"bstn-blocks-ri-form__form-field-group bstn-blocks-ri-form__form-field-group--half\">\n                        <input\n                            type=\"text\"\n                            name=\"lastName\"\n                            placeholder=\"Last Name\"\n                            class=\"bstn-blocks-ri-form__input--text\"\n                            required\n                        >\n                    <\/fieldset>\n                <\/div>\n                <div class=\"bstn-blocks-ri-form__form-row\">\n                    <fieldset class=\"bstn-blocks-ri-form__form-field-group\">\n                        <input\n                            type=\"email\"\n                            name=\"email\"\n                            placeholder=\"Email\"\n                            class=\"bstn-blocks-ri-form__input--text bstn-blocks-ri-form__form-row-input\"\n                            required\n                        >\n                    <\/fieldset>\n                <\/div>\n                <div class=\"bstn-blocks-ri-form__form-row\">\n                    <fieldset class=\"bstn-blocks-ri-form__form-field-group\">\n                        <input\n                            type=\"tel\"\n                            name=\"phoneNumber\"\n                            placeholder=\"(506) 234-5678 (Optional)\"\n                            class=\"bstn-blocks-ri-form__input--text bstn-blocks-ri-form__form-row-input input--phone\"\n                        >\n                    <\/fieldset>\n                <\/div>\n                <p class=\"bstn-blocks-ri-form__disclaimer\">By clicking &#8220;Submit&#8221;, you accept our <a href=\"\/terms-of-service\">Terms<\/a>.<\/p>\n                <button\n                    class=\"bstn-blocks-ri-form__form-submit is-style-kg-button-research-primary-variant\"\n                    type=\"submit\"\n                >\n                    Submit                <\/button>\n                <p class=\"bstn-blocks-ri-form__form-error\" data-form-error>Couldn&#8217;t submit! Refresh the page and try again?<\/p>\n            <\/form>\n            <div class=\"bstn-blocks-ri-form__notes-section\">\n                            <\/div>\n        <\/div>\n        <div\n            class=\"bstn-blocks-ri-form__wrapper bstn-blocks-ri-form__wrapper--success bstn-blocks-ri-form__wrapper--hidden\"\n            data-view-success>\n            <svg class=\"bstn-blocks-ri-form__success-icon\" viewBox=\"0 0 48 48\" fill=\"none\"\n                 xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                <path\n                    d=\"M24 0c13.255 0 24 10.745 24 24S37.255 48 24 48 0 37.255 0 24 10.745 0 24 0zm0 2C11.85 2 2 11.85 2 24s9.85 22 22 22 22-9.85 22-22S36.15 2 24 2z\"\n                    fill=\"currentColor\"\/>\n                <path\n                    d=\"M32.282 17.304a1 1 0 011.54 1.266l-.104.126-13.08 13.5a1 1 0 01-1.289.126l-.125-.103-4.92-4.76a1 1 0 011.266-1.54l.125.103 4.201 4.064 12.386-12.782z\"\n                    fill=\"currentColor\"\/>\n            <\/svg>\n            <p class=\"bstn-blocks-ri-form__success-title\">Thank you!<\/p>\n            <p class=\"bstn-blocks-ri-form__success-desc\">We will be in touch soon.<\/p>\n                    <\/div>\n    <\/div>\n    <\/div><\/div><\/div><\/header>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Machine Learning Engineers are technically proficient programmers who research, build, and design self-running software to automate predictive models. An ML Engineer builds artificial intelligence (AI) systems that leverage huge data sets to generate and develop algorithms capable of learning and eventually making predictions.<\/p>\n\n\n\n<p>Each time the software performs an operation, it \u201clearns\u201d from those results to carry out future operations more accurately.<\/p>\n\n\n\n<p>Designing machine learning systems requires that the Machine Learning Engineer assess, analyze, and organize data, execute tests, and optimize the learning process to help develop high-performance machine learning models.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"what-does-a-machine-learning-engineer-do\"><h2 class=\"bstn-blocks-heading__heading-element\">What Does a Machine Learning Engineer Do?<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Machine Learning Engineers are highly skilled programmers who develop artificial intelligence (AI) systems that use large data sets to research, develop, and generate algorithms that can learn and make predictions.<\/p>\n\n\n\n<p>Overall, this role is responsible for designing machine learning systems, which involves assessing and organizing data, executing tests and experiments, and generally monitoring and optimizing machine learning processes to help develop strong performing machine learning systems.<\/p>\n\n\n\n<p>Many job descriptions call for knowledge of programming languages like Python, Java, and C\/C++.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"what-responsibilities-are-part-of-a-machine-learning-engineer-job-description?\"><h2 class=\"bstn-blocks-heading__heading-element\">Machine Learning Engineer Job Description<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Although the specific duties will vary depending on the size of an organization and the overall data science team, a typical Machine Learning Engineer job description will include all or most of the following responsibilities:<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-kg-list-primary\">\n<li>Designing, developing, and researching Machine Learning systems, models, and schemes<\/li>\n\n\n\n<li>Studying, transforming, and converting data science prototypes<\/li>\n\n\n\n<li>Searching and selecting appropriate data sets before performing data collection and data modeling<\/li>\n\n\n\n<li>Performing statistical analysis and using results to improve models<\/li>\n\n\n\n<li>Training and retraining ML systems and models as needed<\/li>\n\n\n\n<li>Identifying differences in data distribution that could affect model performance in real-world situations<\/li>\n\n\n\n<li>Visualizing data for deeper insights<\/li>\n\n\n\n<li>Analyzing the use cases of ML algorithms and ranking them by their success probability<\/li>\n\n\n\n<li>Understanding when your findings can be applied to business decisions<\/li>\n\n\n\n<li>Enriching existing ML frameworks and libraries<\/li>\n\n\n\n<li>Verifying data quality and\/or ensuring it via data cleaning<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"where-do-machine-learning-engineers-come-from?\"><h2 class=\"bstn-blocks-heading__heading-element\">Where Do Machine Learning Engineers Come From?<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Although you\u2019ll find a Machine Learning Engineer can start in any number of disciplines, most ML Engineers have a background in computer science, engineering, mathematics, or data science.<\/p>\n\n\n\n<p>A study from Indeed highlighted the differences in backgrounds for Machine Learning Engineers and other related roles, like Data Scientist, Software Engineer, Data Analyst, and Data Engineer.<\/p>\n\n\n\n<p>Indeed\u2019s numbers showed that the Data Scientist role clearly has the most diverse fields-of-study of these related job titles we\u2019ve looked at, while the Software Engineer role attracted the least diverse educational backgrounds. In the case of the Machine Learning Engineer role, meanwhile, more than 60 percent of Machine Learning Engineers come from a computer science or engineering background, and they\u2019re almost twice as likely to be from these backgrounds than someone holding the title &#8220;Data Scientist.\u201d<\/p>\n\n\n\n<p>As far as their professional backgrounds, the study found that the most likely prior job title for a Machine Learning Engineer would be \u201cSoftware Engineer.\u201d Many other ML Engineers are work in academia before turning to a career in machine learning.<\/p>\n\n\n\n<p>But it\u2019s important to remember that data science and machine learning are still in their relative infancy as fields of study and as many companies in tech and beyond are looking to build out their data science teams, new pathways to a Machine Learning Engineer are becoming possible.<\/p>\n\n\n\n<p>Although you do need a solid foundation in math and computer science, many are picking up the other skills and knowledge areas necessary to become a Machine Learning Engineer \u2013 for example, understanding supervised and unsupervised learning, deep learning, regression, classification, clustering methods, and neural networks \u2013 by pursuing a certification course, many of which can be completed online.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"characteristics-of-a-successful-machine-learning-engineer\"><h2 class=\"bstn-blocks-heading__heading-element\">Characteristics of a Successful Machine Learning Engineer<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Every great Machine Learning expert would seem to have a few traits in common. Here are the characteristics of a successful Machine Learning Engineer:<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">They\u2019re Solid Computer Programmers<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>If you\u2019re looking to pursue a career in AI and machine learning, you\u2019ll need to learn to program. A programmer should understand frequently used languages including C++, Java, and Python, and it doesn\u2019t end there. Languages like R, Lisp, and Prolog have also become important languages for machine learning. Still, not all successful machine learning engineers need to necessarily be experts in HTML or JavaScript.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">They Have a Sturdy Foundation in Math and Statistics<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>You can\u2019t master machine learning without at least a little bit of math. Whether you have a formal background in math and statistics or not, you\u2019ll need to have at least a high-school level of math competency to keep up. At the heart of many machine learning algorithms is a formal characterization of probability and techniques derived from it. Closely related to this is the field of statistics, which provides various measures, distributions, and analysis methods that are necessary for building and validating models from observed data. Essentially, many machine learning algorithms are extensions of statistical modeling procedures.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Machine Learning Professionals are Creative Problem Solvers<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>The best ML Engineers are driven by curiosity. They don\u2019t respond with frustration when a model or experiment fails, but instead, they\u2019re curious to find out why.<\/p>\n\n\n\n<p>But they also solve problems efficiently. The best machine learning pros develop generalized approaches to fixing bugs and misclassifications in their machine learning models because fixing individual bugs will be time-consuming while also making your models more difficult and complex to work with.<\/p>\n\n\n\n<p>It\u2019s also important to balance the determination to solve problems with the practical understanding that a lot of your models and experiments will fail. The best Machine Learning Engineers develop a sense of when it\u2019s time to walk away.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">They Love the Iterative Process<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Machine learning is by its nature an iterative process. To be effective in this role, one needs to actually enjoy that style of development. Building a machine learning system means one builds a very simple model quickly, to begin with, then iterates on getting it better with each stage.<\/p>\n\n\n\n<p>Again, though, a good Machine Learning Engineer can\u2019t be too stubborn. You need to develop an understanding of when it\u2019s time to stop. It\u2019s always possible to improve the accuracy of any machine learning system by continuing to iterate on it, but one needs to learn to develop an intuition for when it\u2019s no longer worth the time and effort.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">They Have a Strong Intuition About Data<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>There is no machine learning without analyzing data. A good Machine Learning Engineer or Data Scientist needs to be able to quickly sift through large data sets, identify patterns, and know how to use that data to come to meaningful and actionable conclusions.<\/p>\n\n\n\n<p>It\u2019s almost like they have a sixth sense for data. Data management skills are crucial.<\/p>\n\n\n\n<p>They should also be handy at building big data pipelines. And one needs to also understand the power of visualization. To ensure the insights you\u2019ve unearthed are properly understood and appreciated by others, you must be handy with data visualization tools like Excel, Tableau, Power BI, Plotly and Dash.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"what-jobs-are-similar-to-a-machine-learning-engineer-role?\"><h2 class=\"bstn-blocks-heading__heading-element\">What Jobs Are Similar to a Machine Learning Engineer Role?<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Within the broader field of data science, there are many data professionals who perform similar roles to that of a Machine Learning Engineer. Here are a few positions that could be a part of the career path of a Machine Learning professional.<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-kg-list-primary\">\n<li><strong>Data Scientist<\/strong>: The Data Scientist role sits at the nexus of technology and business. A Data Scientist is tasked with having the business sense to understand challenges companies are facing and then using data analysis and data processing to unearth solutions and opportunities. It\u2019s the job of a Data Scientist to find actionable insights buried in unstructured data and to use that data to perform predictive analyses. The trends and patterns Data Scientists find help companies make data-driven decisions and ultimately increase revenue. Data Scientists are also expected to be able to present their findings with eye-catching visualizations.<\/li>\n\n\n\n<li><strong>Data Analyst<\/strong>: Data Analysts are concerned with visualization, munging, and processing data. One of a Data Analyst\u2019s most important responsibilities or skills is optimization, where they create and modify algorithms that can be used to cull information without corrupting the data.<\/li>\n\n\n\n<li><strong>Data Engineers<\/strong>: A Data Engineer builds and tests scalable big data ecosystems so that Data Scientists have stable and optimized data systems on which to run their algorithms. It\u2019s also the job of a Data Engineer to update existing systems with upgraded versions of the current technologies. Data engineering also often involves building algorithms to help give companies or clients easier access to raw data.<\/li>\n\n\n\n<li><strong>Artificial Intelligence (AI) Engineer<\/strong>: AI Engineers work with traditional machine learning techniques like natural language processing and neural networks to build models that power AI applications.<\/li>\n\n\n\n<li><strong>Computer Scientist<\/strong>: Computer Scientists computers and computational systems. Computer Scientists deal mostly with software and software systems, including their theory, design, development, and application.<\/li>\n\n\n\n<li><strong>Software Engineer<\/strong>: Software engineering is about using mathematical analysis and computer science principles in order to design and develop computer software. Software Engineers develop all sorts of software, including operating systems, computer games, applications, and network control systems. On a day-to-day basis, depending on the software development phase, a Software Developer will ensure active programs run smoothly, make updates, fix bugs, and create new programs. Software engineering spans a variety of technologies, from smart home devices to virtual assistants.<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"who-does-a-machine-learning-engineer-work-with?\"><h2 class=\"bstn-blocks-heading__heading-element\">Who Does a Machine Learning Engineer Work With?<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Depending on the size of an organization, an ML Engineer would most likely work as part of a larger data science team. That team might include Data Scientists, Data Analysts, Data Engineers, Data Architects, and Database Administrators. Beyond their own data teams, Machine Learning Engineers could conceivably collaborate with a wide variety of different stakeholders with different skills throughout an organization, including everyone from senior business leaders to marketing, sales, IT, software development, or web development teams, depending on their level of seniority.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"reasons-to-become-a-machine-learning-engineer\"><h2 class=\"bstn-blocks-heading__heading-element\">Reasons to Become a Machine Learning Engineer<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>If you\u2019re curious about a career in data or AI, here are a few of the top reasons to become a Machine Learning Engineer.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Demand for Machine Learning Engineering Skills Is High<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>A lot of companies are taking a big interest in big data, and as a result, demand for data professionals in the job market has never been higher.<\/p>\n\n\n\n<p>There have even been reports of bidding wars over AI talent as giants of the tech field rush to secure the top minds in the industry.<\/p>\n\n\n\n<p>A recent report from Robert Half looking at the future of work revealed that 30 percent of surveyed U.S. managers said their company was currently using AI and ML, and 53 percent expected to adopt those tools within the next three to five years.<\/p>\n\n\n\n<p>In other words, there\u2019s no indication that this fertile job market is going away anytime soon.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Opportunities for Continual Learning<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Machine learning is a relatively new field. There are still so many solutions, tools, algorithms, and applications waiting to be created and discovered.<\/p>\n\n\n\n<p>Similar to Software Developers, ML Engineers by nature must value learning. And using courses, blogs, tutorials, and podcasts to stay on top of a young and rapidly changing field is essential.<\/p>\n\n\n\n<p>In fact, BrainStation&#8217;s 2020 Digital Skills Survey showed that 61 percent of data professionals take in-person courses and another 60 percent focus on workshops. Clearly, continuing education is clearly a fixture of the field.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">They Live on the Cutting-Edge of Technology<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Are you one of those individuals simply fascinated by technology, who reads with excitement about the latest advances in AI or computer applications?<\/p>\n\n\n\n<p>In this position, you&#8217;d have the opportunity to effect real change by working on the newest and most innovative technologies. If you enjoy logic and coding, you\u2019ll enjoy learning new programming languages for cutting-edge applications.<\/p>\n\n\n\n<p>It\u2019s also a great career for those who like finding practical applications for math. As a Machine Learning Engineer, you would likely be able to use linear algebra, calculus, probability, and statistics in your daily work.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Machine Learning Careers Offer Variety<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>If you\u2019re the type to get bored, a Machine Learning career would feature plenty of diversity. Virtually any industry you could think of would stand to benefit from investing more money, time, and resources into mining insights from data, so you could choose to work in any industry that interests you.<\/p>\n\n\n\n<p>You also have the opportunity to truly make a difference. You could join a team that makes the next great breakthrough in healthcare, cybersecurity, marketing, or self-driving cars. That\u2019s an exciting prospect for many.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"skills-for-machine-learning\"><h2 class=\"bstn-blocks-heading__heading-element\">Skills For Machine Learning<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>To succeed as a Machine Learning Engineer, you must combine the knowledge and skill sets of a Software Engineer and a Data Scientist. That means understanding all the fundamental concepts of computer science and data analysis, while also possessing some soft skills necessary to both disciplines.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Data skills<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>A Machine Learning Engineer is expected to have many of the same competencies as a Data Scientist, including data modeling, technical proficiency with programming languages like Python and Java, and understanding how to evaluate predictive algorithms and models. An understanding of probability and statistics would be very helpful as well.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Software engineering skills<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Some of the key computer science concepts important for ML Engineers are algorithms (and knowing how to write algorithms that can sort, optimize and search), understanding data structures, and having knowledge of computer architecture. Since an ML Engineer&#8217;s typical output is software, they should also understand how to follow software engineering best practices, especially those relating to system design, version control, testing, and requirements analysis.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Machine learning skills<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Though a Machine Learning Engineer is often thought to sit at the intersection between data science and software engineering, there are still some competencies uniquely important to ML jobs. Many Machine Learning Engineers are now training in deep learning, neural network architectures, natural language processing, and dynamic programming.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h3 has-text-align-left\"><h3 class=\"bstn-blocks-heading__heading-element\">Soft skills for Machine Learning Engineers<\/h3><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Even though machine learning is a technical job title, soft skills are important too. Even if you possess top-notch knowledge of machine learning, you will also require polished skills in communication, time management, and teamwork. It&#8217;s also crucial that a Machine Learning Engineer is committed to lifelong learning. Given how rapidly the fields of artificial intelligence, deep learning, machine learning, and data science are changing, continuing education is necessary for any professional who wants to stay on the cutting edge.<\/p>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-heading bstn-blocks-heading bstn-blocks-heading--h2 has-text-align-left bstn-blocks-heading--divider\" id=\"machine-learning-tools\"><h2 class=\"bstn-blocks-heading__heading-element\">Machine Learning Tools<\/h2><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-indented-content-container bstn-blocks-indented-content-container\"><div class=\"row\"><div class=\"bstn-blocks-indented-content-container__content col col-sm-8 col-sm-offset-1\">\n<p>Not only should Machine Learning Engineers possess knowledge of how to code and develop in programming languages such as Python, Java, and C++, many machine learning engineers also find it helpful to master the following machine learning tools and resources:<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-kg-list-primary\">\n<li>TensorFlow<\/li>\n\n\n\n<li>Spark and Hadoop<\/li>\n\n\n\n<li>R Programming<\/li>\n\n\n\n<li>Apache Kafka<\/li>\n\n\n\n<li>MATLAB<\/li>\n\n\n\n<li>Google Cloud ML Engine<\/li>\n\n\n\n<li>Amazon Machine Learning<\/li>\n<\/ul>\n<\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-content-navigation-footer bstn-blocks-content-nav-footer bstn-blocks-content-nav-footer--article\"><div class=\"bstn-blocks-content-nav-footer__links-container\"><div class=\"bstn-blocks-content-nav-footer__link-container\"><p class=\"bstn-blocks-content-nav-footer__link-title bstn-blocks-content-nav-footer__link--desktop\">Previous<\/p><a class=\"bstn-blocks-content-nav-footer__link\" href=\"https:\/\/brainstation.io\/career-guides\/what-is-machine-learning\"><span class=\"bstn-blocks-content-nav-footer__link-icon-wrapper bstn-blocks-content-nav-footer__link-icon-wrapper--left\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 18 18\" fill=\"none\" class=\"bstn-blocks-content-nav-footer__link-icon bstn-blocks-content-nav-footer__link-icon--left\"><path fill=\"currentColor\" d=\"M6.345 12.743a1 1 0 001.31 1.511l5.477-4.749a1 1 0 000-1.511l-5.477-4.75a1.001 1.001 0 00-1.31 1.512l4.606 3.993-4.606 3.994z\"><\/path><\/svg><\/span><span class=\"bstn-blocks-content-nav-footer__link-text bstn-blocks-content-nav-footer__link--desktop\">What Is Machine Learning?<\/span><\/a><\/div><div class=\"bstn-blocks-content-nav-footer__link-container\"><p class=\"bstn-blocks-content-nav-footer__link-title\">Next<\/p><a class=\"bstn-blocks-content-nav-footer__link\" href=\"https:\/\/brainstation.io\/career-guides\/how-to-become-a-machine-learning-engineer\"><span class=\"bstn-blocks-content-nav-footer__link-text\">How to Become a Machine Learning Engineer<\/span><span class=\"bstn-blocks-content-nav-footer__link-icon-wrapper bstn-blocks-content-nav-footer__link-icon-wrapper--right\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 18 18\" fill=\"none\" class=\"bstn-blocks-content-nav-footer__link-icon bstn-blocks-content-nav-footer__link-icon--right\"><path fill=\"currentColor\" d=\"M6.345 12.743a1 1 0 001.31 1.511l5.477-4.749a1 1 0 000-1.511l-5.477-4.75a1.001 1.001 0 00-1.31 1.512l4.606 3.993-4.606 3.994z\"><\/path><\/svg><\/span><\/a><\/div><\/div><\/div>\n\n\n\n<section class=\"wp-block-bstn-blocks-course-cta bstn-blocks-course-cta\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 1140 621\" class=\"bstn-blocks-course-cta__bg-flair--rich\"><g opacity=\"0.55\"><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M60.026 736.434V203.02\"><\/path><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M60.364 436.132-120 436.131zm0-99.873H-120zm0-99.872H-120zM128 536.004h-248z\" clip-rule=\"evenodd\"><\/path><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M57.518 535.982a2.286 2.286 0 1 1 4.572 0 2.286 2.286 0 0 1-4.572 0m0-99.836a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002m0-99.837a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002m0-99.837a2.286 2.286 0 1 1 4.572-.002 2.286 2.286 0 0 1-4.572.002\" clip-rule=\"evenodd\"><\/path><\/g><g opacity=\"0.55\"><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M979.195-28.206V397.98m81.185-524.745V397.98\"><\/path><path stroke=\"currentColor\" stroke-linecap=\"square\" d=\"M1141.45 168.46H964zm0 98.334H964zm0 98.333H964zm66.55-295H964z\" clip-rule=\"evenodd\"><\/path><path fill=\"currentColor\" fill-rule=\"evenodd\" d=\"M1138.66 70.148a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49-.001zm-80.21 0c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.25zm-81.707 0a2.25 2.25 0 1 0 4.5.004 2.25 2.25 0 0 0-4.5-.005zm81.707 98.299a2.25 2.25 0 0 0 2.25 2.251 2.252 2.252 0 0 0 0-4.503 2.253 2.253 0 0 0-2.25 2.252m-81.707 0a2.25 2.25 0 1 0 4.498 0 2.25 2.25 0 0 0-2.249-2.252 2.25 2.25 0 0 0-2.249 2.252m161.917-.001a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0m0 98.299a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0m-80.21 0c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.251m-81.707 0a2.25 2.25 0 1 0 4.5.002 2.25 2.25 0 0 0-4.5-.002m81.707 98.299c0 1.243 1.01 2.251 2.25 2.251s2.25-1.008 2.25-2.251-1.01-2.251-2.25-2.251-2.25 1.008-2.25 2.251m-81.707 0a2.25 2.25 0 1 0 4.5.002 2.25 2.25 0 0 0-4.5-.002m161.917 0a2.244 2.244 0 1 0 4.49 0 2.246 2.246 0 1 0-4.49 0\" clip-rule=\"evenodd\"><\/path><\/g><\/svg><div class=\"bstn-blocks-course-cta__container\"><div class=\"bstn-blocks-course-cta__copy-container\"><p class=\"bstn-blocks-course-cta__subtitle\"><span>Get started<\/span><\/p><h2 class=\"bstn-blocks-course-cta__title\">Accelerate Your Machine Learning Career<\/h2><p class=\"bstn-blocks-course-cta__description\">Courses built on adaptive curriculum and led by leading industry experts.<\/p><ul class=\"bstn-blocks-course-cta__description-checklist wp-block-list is-style-kg-list-checklist-alternate\"><li><p class=\"bstn-blocks-course-cta__checklist-item\">Work on projects in a collaborative setting<\/p><\/li><li><p class=\"bstn-blocks-course-cta__checklist-item\">Get access to VIP events and workshops<\/p><\/li><li><p class=\"bstn-blocks-course-cta__checklist-item\">Taught by industry experts<\/p><\/li><\/ul><a class=\"bstn-blocks-course-cta__cta-button\" href=\"https:\/\/brainstation.io\/course\/online\/python-programming\">Learn more<\/a><\/div><div class=\"bstn-blocks-course-cta__course-container\"><h3 class=\"bstn-blocks-course-cta__course-list-heading\">RECOMMENDED certifications<br><\/h3><ul class=\"bstn-blocks-course-cta__course-list\">\n<div class=\"wp-block-bstn-blocks-course-card bstn-blocks-course-card\"><a class=\"bstn-blocks-course-card__link-wrapper\" href=\"https:\/\/brainstation.io\/course\/online\/python-programming\"><div class=\"bstn-blocks-course-card__title-group\"><span class=\"bstn-blocks-course-card__tag bstn-blocks-course-card__tag--yellow\">professional CERTIFICATE<\/span><span class=\"bstn-blocks-course-card__title\" href=\"https:\/\/brainstation.io\/course\/online\/python-programming\">Python Programmer Certification (PPC\u2122)<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" fill=\"none\" viewBox=\"0 0 18 18\" class=\"bstn-blocks-course-card__link-icon\"><path fill=\"currentColor\" d=\"M6.345 12.743a1 1 0 0 0 1.31 1.511l5.477-4.749a1 1 0 0 0 0-1.511l-5.477-4.75a1.001 1.001 0 0 0-1.31 1.512l4.606 3.993z\"><\/path><\/svg><\/span><\/div><p class=\"bstn-blocks-course-card__description\">Earn the Python Programmer Certification (PPC\u2122)<\/p><\/a><\/div>\n\n\n\n<div class=\"wp-block-bstn-blocks-course-card bstn-blocks-course-card\"><a class=\"bstn-blocks-course-card__link-wrapper\" href=\"https:\/\/brainstation.io\/course\/online\/data-science\"><div 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(AIC\u2122)<\/p><\/a><\/div>\n<\/ul><\/div><\/div><\/section>\n","protected":false},"excerpt":{"rendered":"","protected":false},"featured_media":0,"parent":0,"menu_order":0,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[],"tags":[],"class_list":["post-125891","career-guide","type-career-guide","status-publish","format-standard","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/career-guide\/125891","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/career-guide"}],"about":[{"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/types\/career-guide"}],"version-history":[{"count":10,"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/career-guide\/125891\/revisions"}],"predecessor-version":[{"id":135814,"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/career-guide\/125891\/revisions\/135814"}],"wp:attachment":[{"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/media?parent=125891"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/categories?post=125891"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/brainstation.io\/wp\/api\/wp\/v2\/tags?post=125891"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}