MLOps courses can help you learn deployment strategies, model monitoring, and continuous integration and delivery for machine learning projects. You can build skills in automating workflows, managing data pipelines, and ensuring compliance with governance standards. Many courses introduce tools like TensorFlow, Kubernetes, and MLflow, that support operationalizing AI models and streamlining collaboration between data scientists and IT teams.

Skills you'll gain: Data Governance, Data Management, Data Modeling, Data Quality, Data Integration, Data Transformation, Data Pipelines, Agile Methodology, Business Process Automation
Beginner · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Cloud Management, Billing Systems, Cloud Technologies, Cloud Services, Billing, Cloud Computing, Cloud Platforms, Cost Containment, Cost Management, Cross-Functional Collaboration, Cost Reduction, Accountability, Account Management, Governance
Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: LLM Application, Hugging Face, Large Language Modeling, Fine-tuning, Natural Language Processing, Model Deployment, Open Source Technology, Containerization, C (Programming Language), Machine Learning, Cross Platform Development
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Apache Airflow, Docker (Software), Git (Version Control System), SQL, Data Pipelines, Containerization, CI/CD, Debugging, Ansible, Database Management, Continuous Deployment, Performance Tuning, Infrastructure as Code (IaC), Continuous Integration, Workflow Management, DevOps, Automation, Configuration Management, Root Cause Analysis, Python Programming
Intermediate · Specialization · 3 - 6 Months

Duke University
Skills you'll gain: LLM Application, Hugging Face, Large Language Modeling, Generative AI, Rust (Programming Language), Model Deployment, Cloud Deployment, PyTorch (Machine Learning Library), CI/CD, Applied Machine Learning, Application Deployment, Model Training, Natural Language Processing, DevOps, Amazon Web Services, Machine Learning
Intermediate · Course · 1 - 4 Weeks

Pragmatic AI Labs
Skills you'll gain: CI/CD, Continuous Deployment, Continuous Integration, Continuous Delivery, DevOps, Rust (Programming Language), Docker (Software), Containerization, Devops Tools, Application Deployment, Data Pipelines, Build Tools, Dependency Analysis, GitHub, Git (Version Control System), Automation, Version Control
Intermediate · Course · 1 - 4 Weeks
Amazon Web Services
Skills you'll gain: Amazon CloudWatch, DevOps, Devops Tools, DevSecOps, Code Review, AI Integrations, Amazon Web Services, AI Security, Application Performance Management, IT Automation, Artificial Intelligence and Machine Learning (AI/ML), Anomaly Detection, Information Technology Operations, Continuous Monitoring, Vulnerability Scanning, Predictive Analytics
Beginner · Course · 1 - 4 Weeks

Board Infinity
Skills you'll gain: Cloud Management, Billing Systems, Cloud Computing, Billing, Cloud Services, Cost Management, Cloud Technologies, Cloud Platforms, Cost Control, Budget Management, Billing & Invoicing, Cloud Engineering, Cloud Deployment, Operating Cost, Dashboard, Resource Utilization, Financial Data, Budgeting, Cost Containment, Financial Management
Intermediate · Specialization · 1 - 3 Months

Amazon Web Services
Skills you'll gain: Key Performance Indicators (KPIs), Performance Measurement, Performance Metric, Performance Analysis, Business Metrics, Amazon Web Services, Organizational Effectiveness, Cloud Platforms, Operating Cost
Mixed · Course · 1 - 4 Weeks

Board Infinity
Skills you'll gain: Cloud Management, Cloud Computing, Cloud Services, Cloud Technologies, Cloud Platforms, Cost Management, Cost Containment, Cloud Engineering, Cloud Deployment, Cost Control, Cross-Functional Collaboration, Expense Management, Billing Systems, Fiscal Management, Billing, Accountability
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Data Migration, Performance Tuning, Generative AI Agents, Agentic systems, Generative AI, Model Deployment, AI Security, Containerization, Model Optimization, Large Language Modeling, Embeddings, Role-Based Access Control (RBAC), System Monitoring
Intermediate · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Cloud Management, Dashboard, Resource Utilization, Cost Containment, Financial Management, Cost Control, Financial Data, Cost Management, Anomaly Detection, Serverless Computing, Resource Allocation, Cloud Computing Architecture, Forecasting, Cloud-Native Computing, Management Reporting, Cost Reduction, Containerization, Plan Execution, Solution Architecture, Culture Transformation
Intermediate · Course · 1 - 4 Weeks