{"id":103105,"date":"2026-05-02T11:28:49","date_gmt":"2026-05-02T10:28:49","guid":{"rendered":"https:\/\/univga.org\/courses\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\/"},"modified":"2026-05-02T11:28:49","modified_gmt":"2026-05-02T10:28:49","slug":"professional-certificate-in-mlops-ci-cd-and-cloud-orchestration","status":"publish","type":"courses","link":"https:\/\/univga.org\/en\/courses\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\/","title":{"rendered":"Professional Certificate in MLOps, CI\/CD, and Cloud Orchestration"},"content":{"rendered":"<p><strong>AI is rapidly transforming African and global economies<\/strong> with the rise of LLMs, intelligent automation, and the explosion of data-driven usage. To convert notebooks into reliable products at scale, the field <strong>MLOps &amp; AI in Production<\/strong> has become strategic: it ensures traceability, quality, security, controlled costs, and <strong>accelerated time-to-value.<\/strong> In Africa, the challenges of <strong>digital sovereignty<\/strong>, heterogeneous connectivity, hybrid infrastructures (cloud\/public\/private\/on-prem), and local languages\/data reinforce the need for robust architectures. This certificate addresses the urgent needs of banks, telecoms, fintechs, agritechs, healthtechs, administrations, and NGOs by <strong>professionalizing the ML lifecycle<\/strong> (data \u2192 model \u2192 deploy \u2192 monitor) according to international best practices.<\/p>\n<p>The <strong>UNIVGA method<\/strong> is 100% online, asynchronous (5\u20138 hours\/week), focused on hands-on learning: Jupyter notebooks, <strong>concrete African datasets<\/strong> (mobile finance, public health, precision agriculture, biodiversity\/ANPN), code reviews, and reproducible deployments. The course is <strong>strictly aligned<\/strong> with the standards <strong>MLOps Community \/ Google MLOps Specialization<\/strong> and integrates compliance and risk: <strong>EU AI Act<\/strong>, <strong>ISO\/IEC 42001<\/strong>, <strong>OWASP LLM Top 10<\/strong>, <strong>NIST AI RMF<\/strong>. You will master Docker, Kubernetes, MLflow, DVC, GitHub Actions\/GitLab CI, FastAPI, TorchServe, TensorFlow Serving, BentoML, as well as Airflow\/Kubeflow, Feast, Prometheus\/Grafana, and EvidentlyAI. The skills are immediately transferable to businesses, startups, ministries, or laboratories, on <strong>AWS, Azure, GCP<\/strong> or infrastructures <strong>on-prem\/k3s<\/strong>, taking into account cost\/energy constraints and network resilience.<\/p>\n<p>At the end, you will be able to evolve towards the functions of <strong>Data Scientist<\/strong>, <strong>ML Engineer<\/strong>, <strong>AI Engineer<\/strong>, <strong>MLOps Engineer<\/strong>, <strong>Prompt Engineer<\/strong>, <strong>AI Architect<\/strong>, <strong>Chief AI Officer<\/strong>, <strong>AI Ethics Officer<\/strong> or <strong>AI Security Specialist<\/strong>. The <strong>Professional Certificate UNIVGA<\/strong> enhancing your profile with banks, insurance companies, telecoms, fintechs, agritechs, healthtechs, GovTech, consulting firms, and large administrations of the CEMAC\/CEEAC. You will build a portfolio of <strong>projects deployed in production<\/strong>, you will know how to manage cost, latency, and drift, and present audited deliverables (model cards, data sheets, traceability) that comply with the governance and societal impact requirements of modern AI systems.<\/p>","protected":false},"excerpt":{"rendered":"<p>Become operational in MLOps to industrialize and deploy your models on Docker\/Kubernetes, with MLflow and CI\/CD. Aligned with MLOps Community \/ Google MLOps Specialization, this UNIVGA certificate prepares you for ML Engineer\/AI Engineer roles, with real African projects.<\/p>","protected":false},"author":1,"featured_media":0,"template":"","course-category":[1943],"course-tag":[],"class_list":["post-103105","courses","type-courses","status-publish","hentry","course-category-departement-intelligence-artificielle-data"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.9 (Yoast SEO v27.9) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Certificat Professionnel en MLOps, CI\/CD et Orchestration Cloud - UNIVGA<\/title>\n<meta name=\"description\" content=\"Devenez op\u00e9rationnel en MLOps pour industrialiser et d\u00e9ployer vos mod\u00e8les sur Docker\/Kubernetes, avec MLflow et CI\/CD. Align\u00e9 MLOps Community \/ Google MLOp\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/univga.org\/en\/courses\/professional-certificate-in-mlops-ci-cd-and-cloud-orchestration\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Certificat Professionnel en MLOps, CI\/CD et Orchestration Cloud\" \/>\n<meta property=\"og:description\" content=\"Devenez op\u00e9rationnel en MLOps pour industrialiser et d\u00e9ployer vos mod\u00e8les sur Docker\/Kubernetes, avec MLflow et CI\/CD. Align\u00e9 MLOps Community \/ Google MLOp\" \/>\n<meta property=\"og:url\" content=\"https:\/\/univga.org\/en\/courses\/professional-certificate-in-mlops-ci-cd-and-cloud-orchestration\/\" \/>\n<meta property=\"og:site_name\" content=\"GROUPE UNIVGA\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/facebook.com\/univga1\/\" \/>\n<meta property=\"og:image\" content=\"https:\/\/univga.org\/wp-content\/uploads\/2025\/03\/univga1_logo-removebg-preview.png\" \/>\n\t<meta property=\"og:image:width\" content=\"200\" \/>\n\t<meta property=\"og:image:height\" content=\"200\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@univga1\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/univga.org\\\/courses\\\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\\\/\",\"url\":\"https:\\\/\\\/univga.org\\\/courses\\\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\\\/\",\"name\":\"Certificat Professionnel en MLOps, CI\\\/CD et Orchestration Cloud - UNIVGA\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/univga.org\\\/#website\"},\"datePublished\":\"2026-05-02T10:28:49+00:00\",\"description\":\"Devenez op\u00e9rationnel en MLOps pour industrialiser et d\u00e9ployer vos mod\u00e8les sur Docker\\\/Kubernetes, avec MLflow et CI\\\/CD. Align\u00e9 MLOps Community \\\/ Google MLOp\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/univga.org\\\/courses\\\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/univga.org\\\/courses\\\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/univga.org\\\/courses\\\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/univga.org\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Formations\",\"item\":\"https:\\\/\\\/univga.org\\\/courses\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Certificat Professionnel en MLOps, CI\\\/CD et Orchestration Cloud\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/univga.org\\\/#website\",\"url\":\"https:\\\/\\\/univga.org\\\/\",\"name\":\"GROUPE UNIVGA\",\"description\":\"Formations 100% en ligne\",\"publisher\":{\"@id\":\"https:\\\/\\\/univga.org\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/univga.org\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/univga.org\\\/#organization\",\"name\":\"GROUPE UNIVGA\",\"url\":\"https:\\\/\\\/univga.org\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/univga.org\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/univga1_logo-removebg-preview.png\",\"contentUrl\":\"https:\\\/\\\/univga.org\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/univga1_logo-removebg-preview.png\",\"width\":200,\"height\":200,\"caption\":\"GROUPE UNIVGA\"},\"image\":{\"@id\":\"https:\\\/\\\/univga.org\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/facebook.com\\\/univga1\\\/\",\"https:\\\/\\\/x.com\\\/univga1\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/univga1\"]}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Professional Certificate in MLOps, CI\/CD, and Cloud Orchestration - UNIVGA","description":"Become operational in MLOps to industrialize and deploy your models on Docker\/Kubernetes, with MLflow and CI\/CD. Aligned with MLOps Community \/ Google MLOps","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/univga.org\/en\/courses\/professional-certificate-in-mlops-ci-cd-and-cloud-orchestration\/","og_locale":"en_US","og_type":"article","og_title":"Certificat Professionnel en MLOps, CI\/CD et Orchestration Cloud","og_description":"Devenez op\u00e9rationnel en MLOps pour industrialiser et d\u00e9ployer vos mod\u00e8les sur Docker\/Kubernetes, avec MLflow et CI\/CD. Align\u00e9 MLOps Community \/ Google MLOp","og_url":"https:\/\/univga.org\/en\/courses\/professional-certificate-in-mlops-ci-cd-and-cloud-orchestration\/","og_site_name":"GROUPE UNIVGA","article_publisher":"https:\/\/facebook.com\/univga1\/","og_image":[{"width":200,"height":200,"url":"https:\/\/univga.org\/wp-content\/uploads\/2025\/03\/univga1_logo-removebg-preview.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_site":"@univga1","twitter_misc":{"Est. reading time":"2 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/univga.org\/courses\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\/","url":"https:\/\/univga.org\/courses\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\/","name":"Professional Certificate in MLOps, CI\/CD, and Cloud Orchestration - UNIVGA","isPartOf":{"@id":"https:\/\/univga.org\/#website"},"datePublished":"2026-05-02T10:28:49+00:00","description":"Become operational in MLOps to industrialize and deploy your models on Docker\/Kubernetes, with MLflow and CI\/CD. Aligned with MLOps Community \/ Google MLOps","breadcrumb":{"@id":"https:\/\/univga.org\/courses\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/univga.org\/courses\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/univga.org\/courses\/certificat-professionnel-en-mlops-ci-cd-et-orchestration-cloud\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/univga.org\/"},{"@type":"ListItem","position":2,"name":"Formations","item":"https:\/\/univga.org\/courses\/"},{"@type":"ListItem","position":3,"name":"Certificat Professionnel en MLOps, CI\/CD et Orchestration Cloud"}]},{"@type":"WebSite","@id":"https:\/\/univga.org\/#website","url":"https:\/\/univga.org\/","name":"UNIVGA Group","description":"100% Online Training Courses","publisher":{"@id":"https:\/\/univga.org\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/univga.org\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/univga.org\/#organization","name":"UNIVGA Group","url":"https:\/\/univga.org\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/univga.org\/#\/schema\/logo\/image\/","url":"https:\/\/univga.org\/wp-content\/uploads\/2025\/03\/univga1_logo-removebg-preview.png","contentUrl":"https:\/\/univga.org\/wp-content\/uploads\/2025\/03\/univga1_logo-removebg-preview.png","width":200,"height":200,"caption":"GROUPE UNIVGA"},"image":{"@id":"https:\/\/univga.org\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/facebook.com\/univga1\/","https:\/\/x.com\/univga1","https:\/\/www.linkedin.com\/company\/univga1"]}]}},"_links":{"self":[{"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/courses\/103105","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/types\/courses"}],"author":[{"embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/users\/1"}],"wp:attachment":[{"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/media?parent=103105"}],"wp:term":[{"taxonomy":"course-category","embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/course-category?post=103105"},{"taxonomy":"course-tag","embeddable":true,"href":"https:\/\/univga.org\/en\/wp-json\/wp\/v2\/course-tag?post=103105"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}