Roadmap to Become an MLOps Engineer | Uplatz

Learn how to become an MLOps Engineer and manage the complete lifecycle of machine learning models in production. This roadmap video covers ML deployment, CI/CD pipelines, MLflow, Kubernetes, monitoring, orchestration, model versioning, cloud AI platforms, and scalable AI infrastructure automation. In this video, we cover: • MLOps fundamentals and ML lifecycle • TensorFlow, PyTorch, and Scikit-learn • Docker and Kubernetes for ML deployment • MLflow and experiment tracking • Kubeflow, Airflow, and Prefect orchestration • CI/CD pipelines for machine learning • Data validation and DVC versioning • Model monitoring and drift detection • Prometheus and Grafana observability • SageMaker, Vertex AI, and Azure ML • ML deployment strategies and automation • MLOps certifications and projects Who this video is for: This roadmap is ideal for ML Engineers, Data Engineers, DevOps Engineers, Data Scientists, and AI professionals interested in scalable AI production systems. 🌐 Learn more at https://uplatz.com #MLOps #MachineLearning #AIEngineering #Kubeflow #MLflow #Docker #Kubernetes #DevOps #ArtificialIntelligence #DataScience #CloudAI #Uplatz ---------------------------------------------- 🌐 Welcome to Uplatz – Your Gateway to Career Transformation! To access full courses or training bundles: 🌐 https://uplatz.com 📧 [email protected] 🎓 About Uplatz Uplatz is a global leader in online IT and professional training, offering comprehensive courses in AI, machine learning, data science, cloud computing, cybersecurity, and enterprise technologies such as SAP, Oracle, Salesforce, and ServiceNow. With expert-led programs and real-world learning paths, Uplatz empowers learners and organizations across 190+ countries to build future-ready skills and thrive in the digital era. 📘 Explore Uplatz Course Portfolio Learn the most in-demand and emerging technologies with Uplatz: ✅ AI & Machine Learning – Agentic AI, LLMs, LangChain, Deep Learning, MLOps, LLMOps ✅ Cloud & DevOps – AWS, Azure, GCP, Docker, Kubernetes, Terraform, CI/CD ✅ Data & Analytics – Data Science, Data Engineering, Power BI, Tableau, Big Data (Spark, Kafka) ✅ Programming & Frameworks – Python, FastAPI, Django, Java, JavaScript, SQL ✅ Cybersecurity & Blockchain – Ethical Hacking, Cloud Security, Zero Trust, Blockchain & Web3 ✅ IoT & Embedded Systems – IoT Platforms, Edge Computing, Embedded C, Microcontrollers ✅ ERP & CRM – SAP (all modules), Salesforce, Oracle ERP, Microsoft Dynamics ✅ Web & App Development – Full-Stack Development, React, Angular, Node.js, Flutter 🎓 Master cutting-edge skills. Build your tech career with Uplatz. 🌐 Learn more: https://uplatz.com 🎯 Why Choose Uplatz ✔️ Job-focused, project-based learning ✔️ Globally recognized certifications ✔️ Lifetime access & affordable pricing ✔️ Career guidance and mentorship 🔔 Subscribe for weekly tech tutorials, demos, and success stories. 📲 Follow us on LinkedIn, Instagram, Twitter, and Facebook. #Uplatz #Tech #Technology #MachineLearning #CloudComputing #Learning