{"id":272,"date":"2026-05-06T10:39:44","date_gmt":"2026-05-06T10:39:44","guid":{"rendered":"https:\/\/www.eborrow.in\/blog\/?p=272"},"modified":"2026-05-06T11:55:25","modified_gmt":"2026-05-06T11:55:25","slug":"mlops-foundation-certification-for-devops-and-machine-learning-learners","status":"publish","type":"post","link":"https:\/\/www.eborrow.in\/blog\/uncategorized\/mlops-foundation-certification-for-devops-and-machine-learning-learners\/","title":{"rendered":"MLOps Foundation Certification for DevOps and Machine Learning Learners"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"764\" height=\"387\" src=\"https:\/\/www.eborrow.in\/blog\/wp-content\/uploads\/2026\/05\/image-1.png\" alt=\"\" class=\"wp-image-273\" srcset=\"https:\/\/www.eborrow.in\/blog\/wp-content\/uploads\/2026\/05\/image-1.png 764w, https:\/\/www.eborrow.in\/blog\/wp-content\/uploads\/2026\/05\/image-1-300x152.png 300w\" sizes=\"auto, (max-width: 764px) 100vw, 764px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p>The  machine learning and software operations is being built by professionals who understand how to automate and scale artificial intelligence. For many years, software was delivered through standard pipelines. However, the introduction of data models changed everything. Now, the goal is not just to write code but to manage the entire lifecycle of a model. This is where MLOps comes into play. It is a field that combines the best parts of data science with the reliability of system operations.<\/p>\n\n\n\n<p>Success in modern engineering is often measured by how quickly a model can be moved from a laptop to a live environment. When these processes are handled manually, mistakes are made and time is wasted. A structured approach is required to ensure that models are monitored, updated, and kept safe. This guide is designed to help engineers understand how a formal certification in this field can change their career path.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">What is MLOps Foundation Certification<\/h3>\n\n\n\n<p>The <strong><a href=\"https:\/\/aiopsschool.com\/certifications\/mlops-foundation-certification.html\" data-type=\"link\" data-id=\"https:\/\/aiopsschool.com\/certifications\/mlops-foundation-certification.html\">MLOps Foundation Certification<\/a><\/strong> is a professional validation that confirms an individual&#8217;s understanding of the basic principles of machine learning operations. It is not just about knowing how to code; it is about knowing how to manage code, data, and models in a unified way. The core concepts of versioning, automation, and monitoring are covered.<\/p>\n\n\n\n<p>Through this certification, a standard language is established between data scientists and operations teams. It ensures that the technical gaps between these two worlds are filled. The focus is placed on the operationalization of machine learning, making sure that models are treated with the same rigor as traditional software.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why it matters today?<\/h3>\n\n\n\n<p>As more businesses invest in artificial intelligence, the need for stable systems grows. A model that works in a laboratory environment is useless if it cannot be deployed to customers. MLOps is needed to ensure that these models remain accurate over time. Without proper operations, models &#8220;drift,&#8221; meaning their performance drops as new data is introduced.<\/p>\n\n\n\n<p>Reliability is provided by these frameworks. When a certification is earned, it proves that the professional knows how to prevent system failures. It also ensures that the cost of running AI is managed effectively. In a world where data is constantly changing, having a foundation in operations is the only way to keep systems running smoothly.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Why MLOps Foundation Certification certifications are important<\/h3>\n\n\n\n<p>A clear signal is sent to employers when a certification is held. It shows that a specific level of knowledge has been reached and verified by experts. While experience is valuable, a certification provides a structured way to fill in knowledge gaps that might be missed during daily work.<\/p>\n\n\n\n<p>Furthermore, these certifications are important because:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Standardized practices are learned and applied.<\/li>\n\n\n\n<li>Trust is built with stakeholders who want to see verified skills.<\/li>\n\n\n\n<li>The transition from traditional DevOps to AI-focused roles is made easier.<\/li>\n\n\n\n<li>A competitive edge is gained in the global job market.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Why choose AIOps School?<\/h3>\n\n\n\n<p><strong><a href=\"https:\/\/aiopsschool.com\/\">AIOps School<\/a><\/strong> is chosen by many because the curriculum is designed by people who have spent years in the field. The focus is kept on practical skills rather than just theory. Complex topics are broken down into simple steps that can be followed by anyone.<\/p>\n\n\n\n<p>The learning environment is built to support students from all over the world. High-quality resources are provided, and the certification process is respected across the industry. When AIOps School is selected, a commitment to quality and real-world application is made.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Certification Deep-Dive<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">What is this certification?<\/h4>\n\n\n\n<p>This is an entry-level program that covers the essential building blocks of machine learning operations. It is designed to introduce the lifecycle of ML models and how they are integrated into automated pipelines.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Who should take this certification?<\/h4>\n\n\n\n<p>Software engineers, DevOps practitioners, and data scientists who want to understand the operational side of AI should take this program. It is also highly recommended for managers who oversee technical teams.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Certification Overview Table<\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Track<\/strong><\/td><td><strong>Level<\/strong><\/td><td><strong>Intended Audience<\/strong><\/td><td><strong>Prerequisites<\/strong><\/td><td><strong>Core Competencies<\/strong><\/td><td><strong>Suggested Sequence<\/strong><\/td><\/tr><\/thead><tbody><tr><td>MLOps<\/td><td>Foundational<\/td><td>Aspiring Engineers<\/td><td>Basic Computing<\/td><td>Lifecycle Management<\/td><td>1st<\/td><\/tr><tr><td>AIOps<\/td><td>Advanced<\/td><td>Experienced DevOps<\/td><td>MLOps Foundation<\/td><td>Intelligence in Ops<\/td><td>2nd<\/td><\/tr><tr><td>DataOps<\/td><td>Foundational<\/td><td>Data Specialists<\/td><td>Database Basics<\/td><td>Pipeline Security<\/td><td>Optional<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">Skills you will gain<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The ability to build automated pipelines for machine learning is developed.<\/li>\n\n\n\n<li>Version control for both code and data is mastered.<\/li>\n\n\n\n<li>Techniques for monitoring model performance in real-time are learned.<\/li>\n\n\n\n<li>Methods for scaling AI infrastructure are understood.<\/li>\n\n\n\n<li>Knowledge of how to handle &#8220;data drift&#8221; is acquired.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Real-world projects you should be able to do after this certification<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A fully automated CI\/CD pipeline for a simple model can be created.<\/li>\n\n\n\n<li>A monitoring dashboard for model accuracy can be built.<\/li>\n\n\n\n<li>A system for versioning large datasets can be implemented.<\/li>\n\n\n\n<li>A deployment strategy for rolling out model updates can be designed.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Preparation plan<\/h4>\n\n\n\n<p><strong>7\u201314 days plan<\/strong><\/p>\n\n\n\n<p>In this short timeframe, the focus is placed on the core definitions and the exam syllabus. The official study guide is read daily. Practice questions are used to identify weak spots. Four hours of study per day are recommended.<\/p>\n\n\n\n<p><strong>30 days plan<\/strong><\/p>\n\n\n\n<p>Concepts are studied in depth during the first two weeks. The third week is spent on hands-on exercises using basic tools. The final week is dedicated to review and mock exams. This pace is ideal for working professionals.<\/p>\n\n\n\n<p><strong>60 days plan<\/strong><\/p>\n\n\n\n<p>One hour of study is done every evening. The first month is used to understand the &#8220;why&#8221; behind MLOps. The second month is used to build small projects and master the technical details. This is the best path for long-term retention.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Common mistakes to avoid<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Skipping the basics of traditional DevOps is a mistake.<\/li>\n\n\n\n<li>Focusing only on the model and ignoring the data pipeline is common.<\/li>\n\n\n\n<li>The importance of monitoring is often underestimated.<\/li>\n\n\n\n<li>Studying for the exam without doing any hands-on practice should be avoided.<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\">Best next certification after this<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Same track:<\/strong> MLOps Professional Certification.<\/li>\n\n\n\n<li><strong>Cross-track:<\/strong> AIOps Foundation Certification.<\/li>\n\n\n\n<li><strong>Leadership \/ management:<\/strong> Engineering Management for AI Teams.<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Choose Your Learning Path<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">DevOps Path<\/h4>\n\n\n\n<p>For those who already manage servers and code deployments, this path adds the &#8220;data&#8221; layer. Traditional CI\/CD skills are used to create pipelines that handle machine learning models. It is best for those who want to stay in operations but work with AI teams.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">DevSecOps Path<\/h4>\n\n\n\n<p>Safety and security are the main focus here. This path ensures that models are not just fast, but secure. It is best for professionals working in finance or healthcare where data privacy is the most important factor.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Site Reliability Engineering (SRE) Path<\/h4>\n\n\n\n<p>The goal of this path is to ensure that AI systems never go down. Techniques for building highly available model servers are learned. It is best for those who love troubleshooting and system stability.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">AIOps \/ MLOps Path<\/h4>\n\n\n\n<p>This is the direct path into the future of operations. Tools that use AI to manage other systems are studied. It is best for engineers who want to be at the absolute forefront of technology.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">DataOps Path<\/h4>\n\n\n\n<p>Data is the fuel for machine learning. This path focuses on the quality and flow of data before it ever reaches a model. It is best for those who enjoy working with databases and large-scale data processing.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">FinOps Path<\/h4>\n\n\n\n<p>Running AI can be very expensive. This path teaches how to manage the cloud costs associated with training and running models. It is best for those who want to help companies save money while using the latest tech.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Role \u2192 Recommended Certifications Mapping<\/h3>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>Role<\/strong><\/td><td><strong>Recommended Certifications<\/strong><\/td><td><strong>Why it helps<\/strong><\/td><\/tr><\/thead><tbody><tr><td>DevOps Engineer<\/td><td>MLOps Foundation<\/td><td>Adds AI deployment skills to the toolkit.<\/td><\/tr><tr><td>Site Reliability Engineer<\/td><td>AIOps Foundation<\/td><td>Helps in automating incident response.<\/td><\/tr><tr><td>Platform Engineer<\/td><td>MLOps Foundation<\/td><td>Used for building internal AI platforms.<\/td><\/tr><tr><td>Cloud Engineer<\/td><td>FinOps Foundation<\/td><td>Ensures cloud costs are kept under control.<\/td><\/tr><tr><td>Security Engineer<\/td><td>DevSecOps Foundation<\/td><td>Protects the software supply chain.<\/td><\/tr><tr><td>Data Engineer<\/td><td>DataOps Foundation<\/td><td>Improves the speed of data delivery.<\/td><\/tr><tr><td>FinOps Practitioner<\/td><td>Cloud Cost Management<\/td><td>Provides deep insight into cloud bills.<\/td><\/tr><tr><td>Engineering Manager<\/td><td>MLOps Foundation<\/td><td>Helps in leading technical AI teams.<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Next Certifications to Take<\/h3>\n\n\n\n<p><strong>Same-track certification<\/strong><\/p>\n\n\n\n<p>The MLOps Professional Certification should be considered as the next step. It allows for a deeper exploration of complex enterprise architectures. Skills in scaling and advanced automation are further refined in this program.<\/p>\n\n\n\n<p><strong>Cross-track certification<\/strong><\/p>\n\n\n\n<p>The AIOps Foundation Certification is an excellent choice for broadening one&#8217;s horizon. It shifts the focus toward using artificial intelligence to improve general IT operations. A more holistic view of the modern data center is gained through this path.<\/p>\n\n\n\n<p><strong>Leadership-focused certification<\/strong><\/p>\n\n\n\n<p>The Technical Leadership for AI Teams program is designed for those moving into management. It focuses on the soft skills and strategic thinking needed to guide engineers. Decisions regarding tool selection and team structure are mastered here.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Training &amp; Certification Support Institutions<\/h3>\n\n\n\n<p><strong>DevOpsSchool<\/strong><\/p>\n\n\n\n<p>Complete training support for various engineering tracks is provided by this institution. They are known for their hands-on labs and experienced trainers. A wide range of courses is offered to help professionals upskill quickly.<\/p>\n\n\n\n<p><strong>Cotocus<\/strong><\/p>\n\n\n\n<p>Expert guidance is given to those looking for specialized consulting and training. They focus on modernizing the workforce through targeted skill development. A practical approach to learning is always maintained.<\/p>\n\n\n\n<p><strong>ScmGalaxy<\/strong><\/p>\n\n\n\n<p>A wealth of community resources and technical tutorials is provided here. It is a great place for those who want to stay updated on the latest tools and trends in the industry. Training for various certifications is also supported.<\/p>\n\n\n\n<p><strong>BestDevOps<\/strong><\/p>\n\n\n\n<p>Curated learning paths for aspiring engineers are offered by this platform. The focus is kept on the most in-demand skills in the current job market. They help professionals bridge the gap between learning and employment.<\/p>\n\n\n\n<p><strong>devsecopsschool.com<\/strong><\/p>\n\n\n\n<p>This site is dedicated to the integration of security into the development process. Deep-dive courses into security tools and practices are provided. It is a primary resource for security-focused engineers.<\/p>\n\n\n\n<p><strong>sreschool.com<\/strong><\/p>\n\n\n\n<p>All things related to site reliability are covered by this institution. They teach how to build systems that are both fast and reliable. Their training is highly valued by global technology firms.<\/p>\n\n\n\n<p><strong>aiopsschool.com<\/strong><\/p>\n\n\n\n<p>The main provider for MLOps and AIOps certifications is found here. They offer specialized programs that focus on the future of IT operations. A structured path to becoming an AI operations expert is provided.<\/p>\n\n\n\n<p><strong>dataopsschool.com<\/strong><\/p>\n\n\n\n<p>The focus of this institution is placed entirely on the data lifecycle. They teach how to treat data with the same discipline as code. It is an essential stop for anyone working with big data.<\/p>\n\n\n\n<p><strong>finopsschool.com<\/strong><\/p>\n\n\n\n<p>Cloud financial management is taught with great detail here. They help professionals understand how to link cloud spending to business value. It is the go-to place for FinOps training.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">FAQs Section<\/h3>\n\n\n\n<p><strong>1. What is the difficulty level of this program?<\/strong><\/p>\n\n\n\n<p>The foundation level is designed to be accessible for beginners. While it requires focus, the concepts are explained in a very simple and logical manner.<\/p>\n\n\n\n<p><strong>2. How much time is required to complete the study?<\/strong><\/p>\n\n\n\n<p>Most working professionals find that 30 to 45 days is sufficient. This allows for a deep understanding without rushing through the material.<\/p>\n\n\n\n<p><strong>3. Are there any strict prerequisites?<\/strong><\/p>\n\n\n\n<p>No specific prerequisites are mandated for the foundation level. However, a basic understanding of computer systems and software development is helpful.<\/p>\n\n\n\n<p><strong>4. What is the recommended certification sequence?<\/strong><\/p>\n\n\n\n<p>It is recommended that the Foundation level be taken first, followed by the Professional level, and finally the Expert level.<\/p>\n\n\n\n<p><strong>5. How does this help my career value?<\/strong><\/p>\n\n\n\n<p>Career value is increased by making the professional eligible for high-growth roles in AI and ML teams. It often leads to better salary prospects.<\/p>\n\n\n\n<p><strong>6. Which job roles can I apply for after this?<\/strong><\/p>\n\n\n\n<p>Roles such as MLOps Engineer, DevOps Engineer (AI focus), and Platform Engineer are commonly pursued after earning this certification.<\/p>\n\n\n\n<p><strong>7. Is the exam conducted online?<\/strong><\/p>\n\n\n\n<p>Yes, the certification exam is typically offered in an online format for the convenience of global candidates.<\/p>\n\n\n\n<p><strong>8. How long is the certification valid?<\/strong><\/p>\n\n\n\n<p>The certification is generally valid for a period that aligns with industry standards, usually requiring a refresh as technology evolves.<\/p>\n\n\n\n<p><strong>9. Can an engineering manager benefit from this?<\/strong><\/p>\n\n\n\n<p>Yes, managers gain the technical vocabulary needed to lead their teams effectively and make better strategic decisions.<\/p>\n\n\n\n<p><strong>10. Are there hands-on labs included in the training?<\/strong><\/p>\n\n\n\n<p>Most training programs associated with this certification include practical labs to ensure that skills are applied, not just memorized.<\/p>\n\n\n\n<p><strong>11. Is this certification recognized globally?<\/strong><\/p>\n\n\n\n<p>Yes, the certification is recognized by companies in India and across international markets as a mark of quality.<\/p>\n\n\n\n<p><strong>12. What if the exam is not passed on the first attempt?<\/strong><\/p>\n\n\n\n<p>Retake policies are usually provided by the institution. Students are encouraged to review their weak areas before trying again.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Additional MLOps Foundation Certification FAQs<\/h2>\n\n\n\n<p><strong>1. Is coding required for the MLOps Foundation Certification?<\/strong><\/p>\n\n\n\n<p>A basic understanding of scripts is helpful, but deep coding is not the main focus of the foundation level. The logic of the pipeline is more important.<\/p>\n\n\n\n<p><strong>2. Does this certification cover specific cloud providers?<\/strong><\/p>\n\n\n\n<p>The principles taught are generally &#8220;cloud-agnostic,&#8221; meaning they can be applied to any cloud platform like AWS, Azure, or Google Cloud.<\/p>\n\n\n\n<p><strong>3. How is MLOps different from traditional DevOps?<\/strong><\/p>\n\n\n\n<p>While DevOps focuses on code, MLOps adds the management of data and machine learning models to the process.<\/p>\n\n\n\n<p><strong>4. Can a data scientist take this certification?<\/strong><\/p>\n\n\n\n<p>Yes, it is highly recommended for data scientists who want to learn how to put their models into production safely.<\/p>\n\n\n\n<p><strong>5. Are open-source tools covered in the syllabus?<\/strong><\/p>\n\n\n\n<p>Yes, many popular open-source tools used for automation and monitoring are discussed during the training.<\/p>\n\n\n\n<p><strong>6. Does the certification help in getting a job in India?<\/strong><\/p>\n\n\n\n<p>There is a massive demand for MLOps skills in India&#8217;s growing tech hubs, and this certification is a great way to enter that market.<\/p>\n\n\n\n<p><strong>7. Is there a community for certified professionals?<\/strong><\/p>\n\n\n\n<p>Yes, a network of professionals is often available through the provider to share jobs and technical advice.<\/p>\n\n\n\n<p><strong>8. What is the focus of the foundation exam?<\/strong><\/p>\n\n\n\n<p>The focus is placed on the lifecycle of machine learning, automation basics, and the importance of monitoring models.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Testimonials<\/h3>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>My understanding of how models are actually deployed was greatly improved. The transition from a developer role to an MLOps role was made very smooth by this program.<\/p>\n\n\n\n<p>\u2014 <strong>Arjun, DevOps Engineer<\/strong><\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Real-world application was the best part of the training. I gained the confidence to manage our company&#8217;s new AI infrastructure without any fear of system crashes.<\/p>\n\n\n\n<p>\u2014 <strong>Priya, Site Reliability Engineer<\/strong><\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Career clarity was achieved after completing the foundation level. I finally understood where I fit in the world of machine learning and cloud operations.<\/p>\n\n\n\n<p>\u2014 <strong>David, Cloud Engineer<\/strong><\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>The skills gained have allowed me to secure our AI pipelines more effectively. Confidence growth in my daily security audits has been very noticeable.<\/p>\n\n\n\n<p>\u2014 <strong>Sarah, Security Engineer<\/strong><\/p>\n<\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>Strategic decisions are now made with much more technical backing. The gap between my management goals and the team&#8217;s technical work has been bridged.<\/p>\n\n\n\n<p>\u2014 <strong>Kevin, Engineering Manager<\/strong><\/p>\n<\/blockquote>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n\n\n\n<h3 class=\"wp-block-heading\">Conclusion<\/h3>\n\n\n\n<p>The importance of the MLOps Foundation Certification cannot be overstated in a world where AI is becoming the standard. Long-term career benefits are gained by those who take the time to master these operational skills early. A strategic approach to learning is encouraged, starting with the foundation and moving toward expert levels. By planning your certification journey today, a stable and exciting future in the tech industry is ensured.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction The machine learning and software operations is being built by professionals who understand how to automate and scale artificial intelligence. For many years, software was delivered through standard pipelines.&hellip;<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[152,194,77,193],"class_list":["post-272","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-devopslearning","tag-machinelearningoperations","tag-mlopscertification","tag-mlopsfoundationcertification"],"_links":{"self":[{"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/posts\/272","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/comments?post=272"}],"version-history":[{"count":3,"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/posts\/272\/revisions"}],"predecessor-version":[{"id":276,"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/posts\/272\/revisions\/276"}],"wp:attachment":[{"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/media?parent=272"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/categories?post=272"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.eborrow.in\/blog\/wp-json\/wp\/v2\/tags?post=272"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}