{"id":5605,"date":"2023-11-03T12:16:45","date_gmt":"2023-11-03T12:16:45","guid":{"rendered":"https:\/\/unremot.com\/blog\/?p=5605"},"modified":"2023-11-03T12:16:45","modified_gmt":"2023-11-03T12:16:45","slug":"what-does-a-machine-learning-engineer-do","status":"publish","type":"post","link":"https:\/\/unremot.com\/blog\/what-does-a-machine-learning-engineer-do\/","title":{"rendered":"What Does a Machine Learning Engineer Do?"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Machine learning engineers design, build, and deploy machine learning models to solve real-world problems. Explore a day in the life of an ML engineer.<\/span><\/p>\n\n<h2><strong>What Does a Machine Learning Engineer Do?<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">Eerie dystopian predictions of self-aware robots taking over the world are currently stimulating the imaginations of many. Have you ever wondered about the truth behind these urban legends? Machine learning engineers have the answers.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you are looking for an in-demand career on the cutting edge of technology, <\/span><a href=\"https:\/\/www.resumegiants.com\/examples\/machine-learning-engineer-resume\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">machine learning might be the field for you<\/span><\/a><span style=\"font-weight: 400;\">. Machine learning (ML) engineers design, build, and deploy machine learning models in order to solve real-world problems. But what does that mean for you and your career prospects?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Below, we will outline some of the day-to-day tasks ML engineers encounter. We\u2019ll also talk about their work environment, work\/life balance, and the skills and education you will need to become an ML engineer.<\/span><\/p>\n<h2><strong>Responsibilities of a Machine Learning Engineer<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">The exact responsibilities of a machine learning engineer will differ depending on the industry they work in and the specific goals of the company that employs them. Workloads will also differ depending on whether you are part of a team, lead a team, or work as the company\u2019s sole ML engineer.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Your tasks may include:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Identifying problems\u2014Communicating with stakeholders regarding needs and goals, and then identifying problems within that scope that could be solved by machine learning.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Collecting and cleaning data\u2014Obtaining data relevant to the problem, sorting, verifying, and securing it. This data will be used to train the machine learning model.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Choosing algorithms\u2014Selecting an algorithm relevant to the problem at hand. This requires an in-depth knowledge of available machine learning algorithms, including their strengths and weaknesses.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Training models\u2014Feeding the cleaned data into the algorithm so that it can learn.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Evaluating\u2014Using a \u201cheld-out\u201d data set new to the freshly trained model, evaluating its performance. You will need to look for biases and incorrect outcomes.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Deploying\u2014Making the model available to users, whether within the business itself or as part of a customer-facing product.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Monitoring and maintaining\u2014Adjustments will almost certainly be needed, so you must regularly monitor the performance of the model and retrain it using new data when appropriate.<\/span><\/li>\n<\/ul>\n<p style=\"text-align: center;\"><strong>Also read:<\/strong>\u00a0<a href=\"https:\/\/unremot.com\/blog\/how-to-work-effectively-remote-engineer\/\">Remote Engineer | 7 Tips on how to Work Effectively as a Remote Engineer<\/a><\/p>\n<h2><strong>What Is Working as an ML Engineer Really Like?<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">What does the workplace and work\/life balance of an ML engineer look like?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Most ML engineers work full-time in an office, but <\/span><span style=\"font-weight: 400;\">working remotely<\/span><span style=\"font-weight: 400;\"> or maintaining a hybrid work schedule is becoming increasingly common. Many machine learning tasks can be performed from a home office or laptop.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Machine learning engineers can expect a hefty salary of more than $136,000 per year, on average\u2014more than $65 per hour. The luxuries such a salary affords can help balance the potentially long hours or overtime you may be required to put in.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Is it difficult to get a job as a machine learning engineer? Candidates possessing this skill set are in high demand across industries, as businesses seek to leverage machine learning to improve decision-making and other operations. According to the U.S. Bureau of Labor Statistics, <\/span><span style=\"font-weight: 400;\">computer and information research scientist<\/span><span style=\"font-weight: 400;\"> jobs, which include machine learning engineers, are growing at a rate of 23 percent, which is much faster than average.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Wildly different industries are driving this increase. You might find yourself working in:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">transportation \u2013 engineering AI software for self-driving cars;<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">healthcare \u2013 training algorithms to detect or diagnose disease;\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">finance \u2013 creating tools to detect fraud or predict stock market trends;\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">manufacturing \u2013 engineering robots to alleviate supply chain issues;\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">advertising \u2013 using AI to predict a campaign\u2019s potential effect.\u00a0<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Of course, you will need to meet the requirements in order to become an ML engineer. We\u2019ll discuss these in the next section.<\/span><\/p>\n<p style=\"text-align: center;\"><strong>Also read:\u00a0<a href=\"https:\/\/unremot.com\/blog\/overfitting-and-underfitting-in-machine-learning\/\">Overfitting And Underfitting in Machine Learning : A complete guide\u00a0<\/a><\/strong><\/p>\n<h2><strong>How to Become a Machine Learning Engineer<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">Machine learning engineering is not an entry-level job. Typically, you will need a master\u2019s degree in computer science or a related field for most job offerings. Federal government jobs in machine learning, on the other hand, may require only a bachelor\u2019s degree.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you\u2019re just getting started, consider a computer science degree path. You should become familiar with operating systems, data structures, algorithms, and programming languages such as Python and R. Additionally, pay special attention to soft skills such as problem-solving, analytical skills, attention to detail, communication, and teamwork.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Then, start looking for jobs or internships that utilize your skill set. These may include junior roles in machine learning, business intelligence, data analysis, or AI engineering.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Network with others in the field\u2014you never know when you may hear about an opening or even receive a recommendation from one of your professional contacts.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Different employers may require <\/span><span style=\"font-weight: 400;\">different certifications<\/span><span style=\"font-weight: 400;\">. Common certifications include ITIL\u00ae** Foundation Certification and CompTIA Project+. You can also increase your experience by working on personal or open source machine learning projects.<\/span><\/p>\n<h2><strong>Key Takeaways<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">Are you ready to start your machine learning career? Begin by expanding your knowledge, earning a degree, and seeking certifications. With hard work, perseverance, and networking, you can obtain the coveted role of machine learning engineer and future-proof your career.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine learning engineers design, build, and deploy machine learning models to solve real-world problems. Explore a day in the life of an ML engineer. What Does a Machine Learning Engineer Do? Eerie dystopian predictions of self-aware robots taking over the world are currently stimulating the imaginations of many. Have you ever wondered about the truth [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5606,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"rank_math_lock_modified_date":false,"_genesis_hide_title":false,"_genesis_hide_breadcrumbs":false,"_genesis_hide_singular_image":false,"_genesis_hide_footer_widgets":false,"_genesis_custom_body_class":"","_genesis_custom_post_class":"","_genesis_layout":"","footnotes":""},"categories":[76],"tags":[],"class_list":{"0":"post-5605","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-technology","8":"entry"},"_links":{"self":[{"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/posts\/5605","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/comments?post=5605"}],"version-history":[{"count":1,"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/posts\/5605\/revisions"}],"predecessor-version":[{"id":5607,"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/posts\/5605\/revisions\/5607"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/media\/5606"}],"wp:attachment":[{"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/media?parent=5605"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/categories?post=5605"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/unremot.com\/blog\/wp-json\/wp\/v2\/tags?post=5605"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}