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Best MLOps courses

MLOps courses teach how to deploy, monitor and maintain machine learning and LLM systems in production: experiment tracking with MLflow, model serving, pipelines on SageMaker, Vertex AI and Azure ML, and evaluation. The courses below are the best-matching MLOps courses in this library, ranked by relevance.

Updated · 20 items · catalogs from Udemy, Coursera, O'Reilly and 365 Data Science

#CourseProviderPricingSkills covered
1MLflow for MLOps & LLMOps: Master MLflow with DatabricksUdemyPaidmlflow, mlops, llmops, databricks, machine learning
2Google Cloud Professional Machine Learning Engineer 2026UdemyPaidmachine learning, ai, feature engineering, bigquery, vertex ai
3Deploying LLMs: A Practical Guide to LLMOps in ProductionUdemyPaidllm, llmops, large language model, machine learning, ai
4AI Deployment & LLM Workflow: Production Engineering MCQsUdemyPaidai, llm, mlops, llmops, ai governance
5AI Engineer MLOps Track: LLMOps & AIOps Practice TestsUdemyPaidai, mlops, llmops, machine learning, large language model
6Machine Learning Operations Engineer Associate AI-300 ExamsUdemyPaidmachine learning, ai, azure machine learning, mlflow, model deployment
7AI-300 Practice Tests 2026 Machine Learning AssociateUdemyPaidai, machine learning, generative ai, azure machine learning, mlflow
8Google Cloud - Professional Machine Learning EngineerUdemyPaidmachine learning, ai, google cloud platform, model deployment, feature engineering
9Machine Learning Operations (MLOps)Coursera · Board InfinityPartially Freemachine learning, mlops, vertex ai, model serving
10Azure ML Bootcamp: Machine Learning on the CloudCoursera · PacktPartially Freemachine learning, azure machine learning, unsupervised learning, model evaluation, mlops
11Databricks Machine Learning Professional Practice TestsUdemyPaiddatabricks, machine learning, ai, lakehouse, mlflow
12350+ Generative AI (GenAI) Interview QuestionsUdemyPaidgenerative ai, genai, ai, llm, machine learning
13AI Engineering : Model Deployment, MLOps & Agentic AIUdemyPaidai, model deployment, mlops, agentic ai, machine learning
14Databricks Certified Generative AI Engineer AssociateUdemyPaiddatabricks, generative ai, artificial intelligence, ai, genai
15Machine Learning and Deep Learning for Software EngineersCoursera · Board InfinityPartially Freemachine learning, deep learning, scikit-learn, tensorflow, pytorch
16LangFuse: LLM Observability, Tracing, Evaluation, MonitoringUdemyPaidllm observability, llmops, ai, rag, large language model
17LLM AI Agent Evaluations and Observability with Galileo AIUdemyPaidllm, ai agent, ai, llm observability, ai observability
18LLMOps Masterclass 2026 - Generative AI - MLOps - AIOpsUdemyPaidllmops, generative ai, mlops, artificial intelligence, llm
19Exam Pack: Google Professional Machine Learning EngineerUdemyPaidmachine learning, generative ai, gemini, vertex ai, ai
20LLMOps in ProductionUdemyPaidllmops, llm, rag, structured outputs, mlflow

Frequently asked questions

Which platform has the most MLOps courses?

Among the 20 courses in this guide: Udemy (17), Coursera (3). Every course page links to the provider, where the current price and enrollment terms are shown.

Are any of these MLOps courses free?

None of the 20 courses has a zero list price in the provider catalog. Coursera courses can often be audited at no cost, and O'Reilly and 365 Data Science are subscriptions.

How were these courses chosen?

From the 4,713 artificial intelligence and data science course pages in this library, selected by the relevance score that drives every page here. A course qualifies when its title or description names one of these skills: agentops, ai observability, aws sagemaker, azure machine learning, llm observability, llmops, mlflow, mlops, model deployment, model evaluation, model serving, vertex ai. Courses matching more of them rank first. Catalogs were downloaded on 2026-10-22.

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