{"id":100646,"date":"2026-03-23T13:11:53","date_gmt":"2026-03-23T07:41:53","guid":{"rendered":"https:\/\/www.whizlabs.com\/blog\/?p=100646"},"modified":"2026-03-27T15:04:57","modified_gmt":"2026-03-27T09:34:57","slug":"how-to-become-an-ai-engineer","status":"publish","type":"post","link":"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/","title":{"rendered":"How to Become an AI Engineer in 2026: Roadmap, Skills, Salary &#038; Certifications"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_76 ez-toc-wrap-left counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ea7e02;color:#ea7e02\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #ea7e02;color:#ea7e02\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#How_to_Become_an_AI_Engineer_in_2026_Roadmap_Skills_Salary_Certifications\" >How to Become an AI Engineer in 2026: Roadmap, Skills, Salary &amp; Certifications?<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AI_Engineer_Roadmap_2026_Step-by-Step_Career_Path\" >AI Engineer Roadmap 2026: Step-by-Step Career Path<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#What_Skills_Do_You_Need_to_Become_an_AI_Engineer_in_2026\" >What Skills Do You Need to Become an AI Engineer in 2026?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AI_Engineer_Learning_Path_2026_Beginner_to_Advanced_Guide\" >AI Engineer Learning Path 2026: Beginner to Advanced Guide<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AI_Engineer_Career_Path_2026_From_Beginner_to_Generative_AI\" >AI Engineer Career Path 2026: From Beginner to Generative AI<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Stage_1_AI_Fundamentals_Certification_Path_AWS_AI_Practitioner_AI-900\" >Stage 1: AI Fundamentals Certification Path (AWS AI Practitioner &amp; AI-900)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Stage_2_Cloud_AI_Skills_AWS_Azure_ML_Deployment\" >Stage 2: Cloud AI Skills (AWS &amp; Azure ML Deployment)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Stage_3_Generative_AI_Engineering_Build_Deploy_AI_Apps\" >Stage 3: Generative AI Engineering (Build &amp; Deploy AI Apps)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AWS_AI_Certification_Path_2026_Step-by-Step_Guide\" >AWS AI Certification Path 2026: Step-by-Step Guide<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AWS_AI_Practitioner_Certification_for_Beginners\" >AWS AI Practitioner Certification for Beginners<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AWS_Certified_Generative_AI_Developer_%E2%80%93_Professional\" >AWS Certified Generative AI Developer \u2013 Professional<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#When_to_Choose_the_AWS_Path_for_AI_Engineering\" >When to Choose the AWS Path for AI Engineering<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Azure_AI_Certification_Roadmap_2026_AI-900_vs_AI-102\" >Azure AI Certification Roadmap 2026: AI-900 vs AI-102<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Microsoft_Certified_Azure_AI_Fundamentals_AI-900\" >Microsoft Certified: Azure AI Fundamentals (AI-900)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AI-102_Certification_Guide_for_Azure_AI_Engineer_Associate\" >AI-102 Certification Guide for Azure AI Engineer Associate<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AI-900_vs_AI-102_%E2%80%93_Which_One_Should_You_Start_With\" >AI-900 vs. AI-102 \u2013 Which One Should You Start With?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Google_Cloud_AI_Certification_Path_2026_GenAI_Guide\" >Google Cloud AI Certification Path 2026 (GenAI Guide)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Google_Cloud_Certified_%E2%80%93_Generative_AI_Leader\" >Google Cloud Certified \u2013 Generative AI Leader<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#When_to_Add_GCP_to_Your_AI_Engineer_Certification_Path\" >When to Add GCP to Your AI Engineer Certification Path<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#AI_Engineer_Salary_2026_How_Much_Do_AI_Engineers_Earn\" >AI Engineer Salary 2026: How Much Do AI Engineers Earn?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Salary_According_to_Location\" >Salary According to Location:<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Salary_According_to_Experience\" >Salary According to Experience:<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Best_AI_Engineer_Certifications_in_2026_Top_Courses\" >Best AI Engineer Certifications in 2026 (Top Courses)<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#How_Practice_Tests_Labs_Help_You_Become_an_AI_Engineer\" >How Practice Tests &amp; Labs Help You Become an AI Engineer<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Which_AI_Engineer_Certification_Path_Is_Best_in_2026\" >Which AI Engineer Certification Path Is Best in 2026?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Best_AI_Engineer_Path_for_Beginners_in_2026\" >Best AI Engineer Path for Beginners in 2026<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Best_AI_Engineer_Path_for_Cloud_Professionals\" >Best AI Engineer Path for Cloud Professionals<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#FAQs\" >FAQs<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Do_I_need_coding_skills_to_become_an_AI_engineer\" >Do I need coding skills to become an AI engineer?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Which_certification_is_best_for_generative_AI\" >Which certification is best for generative AI?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#How_long_does_it_take_to_become_an_AI_engineer\" >How long does it take to become an AI engineer?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/www.whizlabs.com\/blog\/how-to-become-an-ai-engineer\/#Is_AI_engineering_a_good_career_in_2026\" >Is AI engineering a good career in 2026?<\/a><\/li><\/ul><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"How_to_Become_an_AI_Engineer_in_2026_Roadmap_Skills_Salary_Certifications\"><\/span><b>How to Become an AI Engineer in 2026: Roadmap, Skills, Salary &amp; Certifications?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<!--[if lt IE 9]><script>document.createElement('audio');<\/script><![endif]-->\n<audio class=\"wp-audio-shortcode\" id=\"audio-100646-1\" preload=\"none\" style=\"width: 100%;\" controls=\"controls\"><source type=\"audio\/mpeg\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Multi-Cloud_Roadmap_for_2026_AI_Engineers.mp3?_=1\" \/><a href=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Multi-Cloud_Roadmap_for_2026_AI_Engineers.mp3\">https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Multi-Cloud_Roadmap_for_2026_AI_Engineers.mp3<\/a><\/audio>\n<p><span style=\"font-weight: 400;\">An <\/span><b>AI Engineer<\/b><span style=\"font-weight: 400;\"> is a technology professional who designs, builds, and deploys artificial intelligence solutions using machine learning, generative AI, and cloud platforms like AWS, Azure, and Google Cloud.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">In 2026, AI engineering careers are expanding rapidly due to enterprise adoption of AI-native cloud architectures and agentic AI systems.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The demand forecast for AI engineers shows a <\/span><a title=\"CAGR of 20.7%\" href=\"https:\/\/www.knowledge-sourcing.com\/report\/ai-engineers-demand-outlook\" target=\"_blank\" rel=\"noopener\"><b>CAGR of 20.7%<\/b><\/a><span style=\"font-weight: 400;\">, with the requirement reaching <\/span><b>14.1 million <\/b><span style=\"font-weight: 400;\">by<\/span><b> 2030<\/b><span style=\"font-weight: 400;\">. Companies like Google, Oracle Corporation, and Microsoft are already preferring professionals who can leverage AI to develop advanced solutions. Regardless of the industry, if you are capable of building AI solutions, you have a strong career ahead of you.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">So, <\/span><b>how to become an AI engineer <\/b><span style=\"font-weight: 400;\">and outperform fellow candidates?\u00a0<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-100655\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-roadmap-scaled.webp\" alt=\"ai engineer roadmap\" width=\"2560\" height=\"935\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-roadmap-scaled.webp 2560w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-roadmap-300x110.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-roadmap-1024x374.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-roadmap-768x281.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-roadmap-1536x561.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-roadmap-2048x748.webp 2048w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-roadmap-150x55.webp 150w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">This blog outlines a solid pathway to follow, upskill yourself, and meet the dynamic workforce&#8217;s demands. It also covers AWS, Azure, and GCP; the three globally recognised certifications that you can acquire to validate your skills during selection.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_Engineer_Roadmap_2026_Step-by-Step_Career_Path\"><\/span><b>AI Engineer Roadmap 2026: Step-by-Step Career Path<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">If you have a question: <\/span><b>\u201cHow to become an AI Engineer in 2026?\u201d <\/b><span style=\"font-weight: 400;\">Here is your answer and step-by-step guide.<\/span><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-weight: 400;\">Becoming an AI engineer demands knowledge of building, programming, and fine-tuning a complex network of algorithms so AI can function like a human brain. This role requires data science, software development, and data engineering proficiency, among other skills.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"What_Skills_Do_You_Need_to_Become_an_AI_Engineer_in_2026\"><\/span><b>What Skills Do You Need to Become an AI Engineer in 2026?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-100659\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/What-Skills-Do-You-Need-to-Become-an-AI-Engineer-scaled.webp\" alt=\"What Skills Do You Need to Become an AI Engineer \" width=\"2560\" height=\"1670\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/What-Skills-Do-You-Need-to-Become-an-AI-Engineer-scaled.webp 2560w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/What-Skills-Do-You-Need-to-Become-an-AI-Engineer-300x196.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/What-Skills-Do-You-Need-to-Become-an-AI-Engineer-1024x668.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/What-Skills-Do-You-Need-to-Become-an-AI-Engineer-768x501.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/What-Skills-Do-You-Need-to-Become-an-AI-Engineer-1536x1002.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/What-Skills-Do-You-Need-to-Become-an-AI-Engineer-2048x1336.webp 2048w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/What-Skills-Do-You-Need-to-Become-an-AI-Engineer-150x98.webp 150w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">The market seeks professionals who can drive innovation through ethical AI adoption. Your ability to build and deploy a profitable and effective AI strategy is what sets you apart. Here are the key skills that you must possess when applying for the role of an AI engineer:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Leverage Python for AI, PyTorch, and TensorFlow to build advanced AI models.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Conduct analysis and interpret findings to optimise an organisation\u2019s decision-making process.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Automate AI infrastructure to support the work of the data science team.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Transform ML models into APIs that can work together with existing applications.<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"AI_Engineer_Learning_Path_2026_Beginner_to_Advanced_Guide\"><\/span><b>AI Engineer Learning Path 2026: Beginner to Advanced Guide<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">AI engineering is a specialised field that is fuelled by technological advancements in artificial intelligence. It can make or break an organisation&#8217;s ability to use artificial intelligence smartly to increase efficiency, reduce costs, and create new revenue streams.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, the AI skill gap remains a challenge, and that\u2019s where online certifications help. These credentials are integral to proving yourself in front of a company and securing a growth-oriented job.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-100657\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-learning-path-scaled.webp\" alt=\"ai engineer learning path\" width=\"2560\" height=\"1310\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-learning-path-scaled.webp 2560w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-learning-path-300x154.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-learning-path-1024x524.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-learning-path-768x393.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-learning-path-1536x786.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-learning-path-2048x1048.webp 2048w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/ai-engineer-learning-path-150x77.webp 150w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">For those wondering <\/span><b>how to become an AI engineer <\/b><span style=\"font-weight: 400;\">in 2026, the key is to start from the beginner-level certification, cross the associate level, and reach the advanced stage.<\/span><\/p>\n<p><b>Key Takeaways:<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">In 2026, an AI engineer\u2019s role is transitioning from experimental model building to agentic engineering.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">An AI engineer is responsible for building AI models from scratch and helping stakeholders and team members analyse their effectiveness.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">You are also required to collaborate with various teams to fast-track AI adoption and best practices.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The focus moves from basic chatbots to active agents that can perform autonomously.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"AI_Engineer_Career_Path_2026_From_Beginner_to_Generative_AI\"><\/span><b>AI Engineer Career Path 2026: From Beginner to Generative AI<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The report suggests that there is only <\/span><strong><a title=\"1 qualified engineer\" href=\"https:\/\/indianexpress.com\/article\/education\/for-every-10-genai-roles-only-1-qualified-engineer-is-available-report-10215857\/\" target=\"_blank\" rel=\"noopener\">1 qualified engineer<\/a><\/strong><span style=\"font-weight: 400;\"> available for every 10 GenAI roles. Why? Because enterprise ambitions are high and upskilling initiatives are missing. That\u2019s why you must master the tools, understand the model patterns, and then move to a full-stack developer role to meet the job requirements.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-100656\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/After-AI-Career-Growth-Stages-scaled.webp\" alt=\"AI Engineer Career Path\" width=\"2560\" height=\"1518\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/After-AI-Career-Growth-Stages-scaled.webp 2560w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/After-AI-Career-Growth-Stages-300x178.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/After-AI-Career-Growth-Stages-1024x607.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/After-AI-Career-Growth-Stages-768x456.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/After-AI-Career-Growth-Stages-1536x911.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/After-AI-Career-Growth-Stages-2048x1215.webp 2048w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/After-AI-Career-Growth-Stages-150x89.webp 150w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Stage_1_AI_Fundamentals_Certification_Path_AWS_AI_Practitioner_AI-900\"><\/span><b>Stage 1: AI Fundamentals Certification Path (AWS AI Practitioner &amp; AI-900)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The beginner&#8217;s stage familiarises you with programming languages, software engineering basics, and data handling.<\/span><\/p>\n<p><strong>You can learn the following:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Python Basics<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">NumPy\/Pandas<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ML math<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Evaluation Metrics<\/span><\/li>\n<\/ul>\n<p><strong>Certifications to consider:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AWS AI Practitioner Certification (AIF-C01)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Microsoft Certified: Azure AI Fundamentals (AI-900)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google Cloud Certified \u2013 Generative AI Leader<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Stage_2_Cloud_AI_Skills_AWS_Azure_ML_Deployment\"><\/span><b>Stage 2: Cloud AI Skills (AWS &amp; Azure ML Deployment)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The next step is to strengthen your coding skills and machine learning concepts so you can learn how to work with cloud AI. The focus moves from basic understanding to applying your learning through tools, frameworks, and various cloud platforms (AWS, Azure, and Google).<\/span><\/p>\n<p><strong>You can learn the following:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">ML algorithms and model training<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Model evaluation and optimisation<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Deployment of ML models with PyTorch or TensorFlow<\/span><\/li>\n<\/ul>\n<p><strong>Certifications to consider:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AWS Certified Machine Learning \u2013 Specialty<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Microsoft Certified: Azure AI Engineer Associate (AI-102)<\/span><\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Stage_3_Generative_AI_Engineering_Build_Deploy_AI_Apps\"><\/span><b>Stage 3: Generative AI Engineering (Build &amp; Deploy AI Apps)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The final stage of upskilling is the core of AI engineering in 2026. You must know how to build, train, and monitor GenAI solutions for scalability.<\/span><\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-100658\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Generative-AI-EngineeringBuild-Deploy-AI-Apps-scaled.webp\" alt=\"Generative AI Engineering(Build &amp; Deploy AI Apps)\" width=\"2560\" height=\"1592\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Generative-AI-EngineeringBuild-Deploy-AI-Apps-scaled.webp 2560w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Generative-AI-EngineeringBuild-Deploy-AI-Apps-300x187.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Generative-AI-EngineeringBuild-Deploy-AI-Apps-1024x637.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Generative-AI-EngineeringBuild-Deploy-AI-Apps-768x478.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Generative-AI-EngineeringBuild-Deploy-AI-Apps-1536x955.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Generative-AI-EngineeringBuild-Deploy-AI-Apps-2048x1273.webp 2048w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Generative-AI-EngineeringBuild-Deploy-AI-Apps-150x93.webp 150w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p><strong>You can learn the following:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Build applications using APIs<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Prompt engineering for effective results<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Deploy RAG models<\/span><\/li>\n<\/ul>\n<p><strong>Certification to consider:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">AWS Certified Generative AI Developer \u2013 Professional<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"AWS_AI_Certification_Path_2026_Step-by-Step_Guide\"><\/span><b>AWS AI Certification Path 2026: Step-by-Step Guide<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">For anyone exploring <\/span><b>how to become an AI engineer<\/b><span style=\"font-weight: 400;\"> and validating their skills on the AWS cloud platform, following a structured roadmap always helps. Here is how you can start with your certification journey:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"AWS_AI_Practitioner_Certification_for_Beginners\"><\/span><a title=\"AWS AI Practitioner Certification for Beginners\" href=\"https:\/\/www.whizlabs.com\/aws-certified-ai-practitioner\/\" target=\"_blank\" rel=\"noopener\" data-schema-attribute=\"about mentions\"><b>AWS AI Practitioner Certification for Beginners<\/b><\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The<strong> AIF-C01<\/strong> is the starting point for professionals new to AI. It focuses on theoretical understanding over practical implementation and validates updated knowledge of AI, ML, and GenAI concepts. This certification familiarises you with core AWS tools, like Amazon SageMaker, Amazon Comprehend, and Amazon Lex.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"AWS_Certified_Generative_AI_Developer_%E2%80%93_Professional\"><\/span><a href=\"https:\/\/www.whizlabs.com\/aws-certified-generative-ai-developer-professional\/\"><b>AWS Certified Generative AI Developer \u2013 Professional<\/b><\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Next, you must validate your technical expertise in building and deploying production-ready AI solutions. This certification confirms if you can move beyond proofs of concept and design new AI models that can deliver results without risking security and increasing cost.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"When_to_Choose_the_AWS_Path_for_AI_Engineering\"><\/span><b>When to Choose the AWS Path for AI Engineering<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Giving preference to AWS makes sense if you are keen to learn about AI and ML in a scalable environment. Since AWS holds the majority share in the global cloud infrastructure market, several startups and product-based companies leverage it to deploy new AI models.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Azure_AI_Certification_Roadmap_2026_AI-900_vs_AI-102\"><\/span><b>Azure AI Certification Roadmap 2026: AI-900 vs AI-102<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">For professionals deciding their Azure AI certification path, a comprehensive learning journey helps instead of studying tools in isolation. A step-by-step credential roadmap ensures that your concepts are clear and you can build and deploy new AI solutions using Azure services. Here is how you can successfully become an Azure expert engineer:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Microsoft_Certified_Azure_AI_Fundamentals_AI-900\"><\/span><a title=\"Microsoft Certified: Azure AI Fundamentals (AI-900)\" href=\"https:\/\/www.whizlabs.com\/microsoft-azure-certification-ai-900\/\" target=\"_blank\" rel=\"noopener\" data-schema-attribute=\"about mentions\"><b>Microsoft Certified: Azure AI Fundamentals (AI-900)<\/b><\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Begin by studying the basic concepts of AI and ML, as well as their related Azure services. As a candidate, you are expected to know how to build and deploy NPL, computer vision, and GenAI solutions. The goal at this stage is not technical implementation but a conceptual understanding of AI\u2019s capabilities within Azure.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI-102_Certification_Guide_for_Azure_AI_Engineer_Associate\"><\/span><a title=\"AI-102 Certification Guide for Azure AI Engineer Associate\" href=\"https:\/\/www.whizlabs.com\/microsoft-azure-certification-ai-102\/\" target=\"_blank\" rel=\"noopener\" data-schema-attribute=\"about mentions\"><b>AI-102 Certification Guide for Azure AI Engineer Associate<\/b><\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The associate-level certification validates your ability to design AI solutions using Azure OpenAI, Azure AI, and Azure AI Search. It focuses on practical implementation and expects candidates to integrate new AI models into their existing applications to achieve organisational goals.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI-900_vs_AI-102_%E2%80%93_Which_One_Should_You_Start_With\"><\/span><b>AI-900 vs. AI-102 \u2013 Which One Should You Start With?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">When building a career as an AI engineer, candidates are unsure whether to begin with the foundational certification or directly attempt the associate one. The right choice depends on your current standing and experience.<\/span><\/p>\n<p><strong>Choose AI-900 if:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">You are a beginner and learning the basic AI\/ML concepts.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">You want to strengthen your foundational knowledge before moving to practical implementation.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">You want to understand how Azure-based AI solutions work without dealing with technical complexities.<\/span><\/li>\n<\/ul>\n<p><strong>Choose AI-102 if:<\/strong><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">You have experience developing solutions using C# and Python.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">You want to build, deploy, and monitor AI solutions using Azure services.<\/span><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Google_Cloud_AI_Certification_Path_2026_GenAI_Guide\"><\/span><a title=\"Google Cloud AI Certification Path 2026 (GenAI Guide)\" href=\"https:\/\/www.whizlabs.com\/google-cloud-certified-generative-ai-leader\/\" target=\"_blank\" rel=\"noopener\" data-schema-attribute=\"about mentions\"><b>Google Cloud AI Certification Path 2026 (GenAI Guide)<\/b><\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">Professionals with business-level knowledge of Google Cloud\u2019s GenAI services often take up the Google Cloud GenAI certification. It is suitable for those who know how to use Google\u2019s cloud infrastructure and influence new GenAI solutions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">If you choose this certification path, know that you must be proficient enough to identify opportunities across business industries and functions.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Google_Cloud_Certified_%E2%80%93_Generative_AI_Leader\"><\/span><b>Google Cloud Certified \u2013 Generative AI Leader<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The certification validates your knowledge in the following areas:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">GenAI fundamentals<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Google cloud offerings on GenAI<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Techniques to improve GenAI model output<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Effective strategies to deploy a GenAI solution<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Although the certification is available for anyone with\/without a technical role, you must know how to use Google Cloud and GenAI for the organisation&#8217;s transformation.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"When_to_Add_GCP_to_Your_AI_Engineer_Certification_Path\"><\/span><b>When to Add GCP to Your AI Engineer Certification Path<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Leveraging Google Cloud Platform (GCP) for your engineering certification path is beneficial when you are ready to transition from theoretical know-how to deploying scalable, enterprise-level GenAI solutions.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Acquiring this certification can accelerate your career, especially when pursuing data-heavy roles like data engineer, ML engineer, or AI solution architect.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"AI_Engineer_Salary_2026_How_Much_Do_AI_Engineers_Earn\"><\/span><b>AI Engineer Salary 2026: How Much Do AI Engineers Earn?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The salary packages for AI engineers can vary as per the experience and location. Below is an estimated breakdown of how much you can expect to earn in 2026:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Salary_According_to_Location\"><\/span><b>Salary According to Location:<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<table>\n<tbody>\n<tr>\n<td style=\"text-align: center;\"><b>Country<\/b><\/td>\n<td style=\"text-align: center;\"><b>Average Salary Range<\/b><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">USA<\/span><\/td>\n<td><span style=\"font-weight: 400;\">$160,821 USD<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">UK<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u00a356,614<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Australia<\/span><\/td>\n<td><span style=\"font-weight: 400;\">AUD 154,275<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Canada<\/span><\/td>\n<td><span style=\"font-weight: 400;\">101,382 CAD<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">India<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u20b910,63,641<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3><span class=\"ez-toc-section\" id=\"Salary_According_to_Experience\"><\/span><b>Salary According to Experience:<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<table>\n<tbody>\n<tr>\n<td style=\"text-align: center;\"><b>Experience<\/b><\/td>\n<td style=\"text-align: center;\"><b>Salary Range<\/b><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Entry-Level<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u00a354,810 to \u00a370,734<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Mid-Level<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u00a370,734 to \u00a394,312<\/span><\/td>\n<\/tr>\n<tr>\n<td><span style=\"font-weight: 400;\">Top-Level<\/span><\/td>\n<td><span style=\"font-weight: 400;\">\u00a394,312 to \u00a3125,750<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"Best_AI_Engineer_Certifications_in_2026_Top_Courses\"><\/span><b>Best AI Engineer Certifications in 2026 (Top Courses)<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The companies demand an AI engineer who can offer industry-specific solutions that fulfil their objectives while maintaining ethical practices. Earlier, a talent shortage persisted, which is now bridged with the help of online courses and certifications. Here is how you can upskill yourself and increase your earning potential:<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"How_Practice_Tests_Labs_Help_You_Become_an_AI_Engineer\"><\/span><b>How Practice Tests &amp; Labs Help You Become an AI Engineer<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-100660\" src=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Practice-Tests-and-Hands-On-Labs-Strategy-scaled.webp\" alt=\"How Practice Tests &amp; Labs Help You Become an AI Engineer\" width=\"2560\" height=\"1435\" srcset=\"https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Practice-Tests-and-Hands-On-Labs-Strategy-scaled.webp 2560w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Practice-Tests-and-Hands-On-Labs-Strategy-300x168.webp 300w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Practice-Tests-and-Hands-On-Labs-Strategy-1024x574.webp 1024w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Practice-Tests-and-Hands-On-Labs-Strategy-768x431.webp 768w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Practice-Tests-and-Hands-On-Labs-Strategy-1536x861.webp 1536w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Practice-Tests-and-Hands-On-Labs-Strategy-2048x1148.webp 2048w, https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/Practice-Tests-and-Hands-On-Labs-Strategy-150x84.webp 150w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">The right approach for successful learning is enrolling in an educational programme that clarifies your theoretical concepts and builds your technical skills.<\/span><\/p>\n<ul>\n<li><b>Online Videos: <\/b><span style=\"font-weight: 400;\">Sit through explanatory videos that help you understand everything about how AWS, Azure, and Google cloud infrastructures work.<\/span><\/li>\n<li><b>Guided Labs: <\/b><span style=\"font-weight: 400;\">Access hands-on exercises to solidify your understanding through practical experiences within cloud platforms.<\/span><\/li>\n<li><b>Practice Tests: <\/b><span style=\"font-weight: 400;\">Attempt practice tests to assess your preparedness before applying for the actual certification exam.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">Whizlabs offers you an online learning course with hands-on practical labs and full-length practice tests so you can prepare confidently.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Which_AI_Engineer_Certification_Path_Is_Best_in_2026\"><\/span><b>Which AI Engineer Certification Path Is Best in 2026?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><span style=\"font-weight: 400;\">The certification path depends on your present technical skills, theoretical knowledge, and career goals. While some certifications focus on foundational concepts, others dive deep into building and deploying models.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Best_AI_Engineer_Path_for_Beginners_in_2026\"><\/span><b>Best AI Engineer Path for Beginners in 2026<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Be honest about where you are currently. If you lack the basic concept clarity, start your journey with the foundational certifications like AIF-C01 and AI-900.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Jumping to an intermediate or pro level can confuse you and leave you with more questions.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Best_AI_Engineer_Path_for_Cloud_Professionals\"><\/span><b>Best AI Engineer Path for Cloud Professionals<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">You can skip the basics and go for advanced certifications, like <\/span><span style=\"font-weight: 400;\">Google Cloud Certified \u2013 Generative AI Leader and AI-102 <\/span><span style=\"font-weight: 400;\">if you have experience working as a developer or data analyst.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Cloud professionals often want to add more AI skills and fulfil their current organisation\u2019s requirements.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Ideally, the best approach is a multi-cloud AI engineer strategy. Acquire acclaimed AWS, Azure, and GCP certifications to solidify your standing. In 2026, when the competition is at its peak, companies will prioritise resumes that showcase multiple certifications. It can be the right step towards a successful career.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Start your career journey with certification courses and get certified\u00a0 in the first attempt, with Whizlabs.<\/span><\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQs\"><\/span><b>FAQs<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Do_I_need_coding_skills_to_become_an_AI_engineer\"><\/span><b>Do I need coding skills to become an AI engineer?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Yes, you must possess strong coding skills to become an AI engineer, as programming is necessary to process data, build AI models, and scale them for real-world applications. As an AI engineer, you will have to work continuously with Python and C#.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Which_certification_is_best_for_generative_AI\"><\/span><b>Which certification is best for generative AI?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">The Google Cloud Generative AI Leader is a suitable certification for GenAI understanding, as it focuses on business transformation and managing Generative AI solutions. It is best for professionals in a leadership role.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"How_long_does_it_take_to_become_an_AI_engineer\"><\/span><b>How long does it take to become an AI engineer?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Becoming an AI engineer can take 6 to 12 months, depending on your current skillset and experience. If you study with focus, take up practice tests, and try guided labs for hands-on learning, you can become job-ready in a competitive market.<\/span><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Is_AI_engineering_a_good_career_in_2026\"><\/span><b>Is AI engineering a good career in 2026?<\/b><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><span style=\"font-weight: 400;\">Yes, AI engineering is one of the most sought-after career choices in 2026 due to the prevalent AI domination in every industry, high salary, and better growth chances.<\/span><\/p>\n<blockquote>\n<p data-start=\"134\" data-end=\"210\"><a title=\"Start Your AI Engineer Journey Today with Hands-On Labs &amp; Practice Tests\" href=\"https:\/\/www.whizlabs.com\/\" target=\"_blank\" rel=\"noopener\" data-schema-attribute=\"about mentions\"><strong data-start=\"134\" data-end=\"210\">Start Your AI Engineer Journey Today with Hands-On Labs &amp; Practice Tests<\/strong><\/a><\/p>\n<p>Still have questions? Drop us an email at <strong>info@whizlabs.com<\/strong>. We will sort it out.<\/p><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>How to Become an AI Engineer in 2026: Roadmap, Skills, Salary &amp; Certifications? An AI Engineer is a technology professional who designs, builds, and deploys artificial intelligence solutions using machine learning, generative AI, and cloud platforms like AWS, Azure, and Google Cloud. In 2026, AI engineering careers are expanding rapidly due to enterprise adoption of AI-native cloud architectures and agentic AI systems. The demand forecast for AI engineers shows a CAGR of 20.7%, with the requirement reaching 14.1 million by 2030. Companies like Google, Oracle Corporation, and Microsoft are already preferring professionals who can leverage AI to develop advanced solutions. [&hellip;]<\/p>\n","protected":false},"author":439,"featured_media":100653,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[4,10,12,15],"tags":[5320,184,349,789],"class_list":["post-100646","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aws-certifications","category-cloud-computing-certifications","category-google-cloud","category-microsoft-azure","tag-ai-engineer","tag-aws","tag-azure","tag-google-cloud"],"uagb_featured_image_src":{"full":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap.webp",2400,1256,false],"thumbnail":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-150x150.webp",150,150,true],"medium":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-300x157.webp",300,157,true],"medium_large":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-768x402.webp",768,402,true],"large":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-1024x536.webp",1024,536,true],"1536x1536":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-1536x804.webp",1536,804,true],"2048x2048":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-2048x1072.webp",2048,1072,true],"profile_24":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-24x24.webp",24,24,true],"profile_48":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-48x48.webp",48,48,true],"profile_96":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-96x96.webp",96,96,true],"profile_150":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-150x150.webp",150,150,true],"profile_300":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-300x300.webp",300,300,true],"tptn_thumbnail":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-250x250.webp",250,250,true],"web-stories-poster-portrait":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-640x853.webp",640,853,true],"web-stories-publisher-logo":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-96x96.webp",96,96,true],"web-stories-thumbnail":["https:\/\/www.whizlabs.com\/blog\/wp-content\/uploads\/2026\/03\/How-to-Become-an-AI-Engineer_-Step-by-Step-Roadmap-150x79.webp",150,79,true]},"uagb_author_info":{"display_name":"Suneel Moopanar","author_link":"https:\/\/www.whizlabs.com\/blog\/author\/suneel-moopanar\/"},"uagb_comment_info":2,"uagb_excerpt":"How to Become an AI Engineer in 2026: Roadmap, Skills, Salary &amp; Certifications? An AI Engineer is a technology professional who designs, builds, and deploys artificial intelligence solutions using machine learning, generative AI, and cloud platforms like AWS, Azure, and Google Cloud. In 2026, AI engineering careers are expanding rapidly due to enterprise adoption of&hellip;","_links":{"self":[{"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/posts\/100646","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/users\/439"}],"replies":[{"embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/comments?post=100646"}],"version-history":[{"count":12,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/posts\/100646\/revisions"}],"predecessor-version":[{"id":100699,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/posts\/100646\/revisions\/100699"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/media\/100653"}],"wp:attachment":[{"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/media?parent=100646"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/categories?post=100646"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.whizlabs.com\/blog\/wp-json\/wp\/v2\/tags?post=100646"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}