Free Online MLOps Courses & MOOCs

Coursera

Duke University

MLOps Platforms: Amazon SageMaker and Azure ML (Coursera)

Data Science

Discover how to effectively build, train, and deploy machine learning solutions in a production setting through MLOps Platforms: Amazon SageMaker and Azure ML course. This comprehensive guide will equip you with the necessary expertise on two leading cloud platforms—Amazon Web Services (AWS) and Microsoft Azure—to succeed in data science, software engineering, development, analysis, or any role that leverages machine learning.

Jun 22nd 2026

5-12 Weeks

Machine Learning EDA Exploratory Data Analysis

Coursera

Duke University

DevOps, DataOps, MLOps (Coursera)

Data Science

Dive into the world of DevOps, DataOps, and MLOps with this advanced online course designed for data scientists, software engineers, developers, and analysts. This course will equip you with the knowledge and tools needed to manage complex operations in software development, data management, and machine learning model deployment. You'll learn through practical examples using AI pair programming with GitHub Copilot, ensuring that your skills are directly applicable to solving real-world problems.

Jun 22nd 2026

5-12 Weeks

Python Artificial Intelligence Machine Learning

Coursera

Google Cloud

MLOps (Machine Learning Operations) Fundamentals (Coursera)

Data Science

Dive into the world of MLOps with our comprehensive course designed to equip you with the necessary tools and best practices for managing machine learning operations on Google Cloud. Whether you're a seasoned data scientist or an aspiring ML engineer, this course will guide you through deploying, evaluating, monitoring, and operating production-level ML systems efficiently.

Jun 15th 2026

3 Weeks

Software Engineer Kubernetes Google Cloud

Coursera

Duke University

Cloud Machine Learning Engineering and MLOps (Coursera)

CS: Information & Technology

Dive into the world of Cloud Machine Learning Engineering and MLOps with our specialized online course. This course is designed for those who want to develop, deploy, and manage machine learning models at scale using cloud-based tools and best practices in software development. Gain practical experience by working on real-world projects and learn how to leverage data engineering principles to enhance your ML applications.

Jun 15th 2026

3 Weeks

Machine Learning Cloud Computing Coursera Plus

Coursera

Duke University

Open Source Platforms for MLOps (Coursera)

Data Science

Dive into the world of MLOps with our expert-led course that focuses on two essential open-source tools: MLflow and Hugging Face. This course is designed for data scientists, developers, and anyone looking to streamline their machine learning model lifecycle management. From tracking experiments to deploying models, you'll gain hands-on experience with real-world applications.

Jun 15th 2026

4 Weeks

Open Source Coursera Plus MLOps

Coursera

Duke University

Python Essentials for MLOps (Coursera)

CS: Programming

Unlock your potential in MLOps by mastering Python essentials. This course covers fundamental programming concepts, data manipulation with Pandas and NumPy, and practical applications crucial for managing machine learning models in production environments.

Jun 15th 2026

5-12 Weeks

Programming Python Machine Learning

Coursera

Fractal Analytics

Introduction to Vertex AI (Coursera)

Data Science

Embark on a journey into the world of machine learning with our 'Introduction to Vertex AI' course. This concise, 4-hour program is tailored for beginners and professionals looking to leverage Google Cloud's Vertex AI platform. Master the basics, understand its capabilities, and learn how to apply this tool in your projects.

Jun 8th 2026

2 Weeks

Artificial Intelligence Machine Learning Problem Solving

Coursera

Google Cloud

Machine Learning Operations (MLOps) with Vertex AI: Manage Features (Coursera)

CS: Information & Technology

Discover the art of Machine Learning Operations (MLOps) with our comprehensive course on Google Cloud's Vertex AI platform. Learn how to efficiently deploy, evaluate, monitor, and operate your production-level machine learning systems. Gain hands-on experience managing features using Vertex AI Feature Store's streaming ingestion at the SDK layer.

Jun 1st 2026

4 Weeks

Google Cloud Coursera Plus MLOps

Coursera

DeepLearning.AI

Deploying Machine Learning Models in Production (Coursera)

Data Science

In this comprehensive course, you'll delve into the critical steps required to deploy machine learning models successfully. From setting up scalable hardware infrastructure to automating workflows and employing progressive delivery methods, this program equips you with the skills needed to make your ML models available to end-users efficiently and reliably.

May 8th 2024

3 Weeks

Machine Learning Monitoring TensorFlow