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: Cloud-Native Computing, Kubernetes, CI/CD, OpenShift, DevOps, Git (Version Control System), Continuous Deployment, Cloud Applications, Application Deployment, Application Performance Management, YAML
Intermediate · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Natural Language Processing, Model Evaluation, Embeddings, Text Mining, Logistic Regression, Artificial Intelligence and Machine Learning (AI/ML), Statistical Modeling, Machine Learning Methods, Classification Algorithms, Unstructured Data, Deep Learning, Probability Distribution, Linear Algebra, Algorithms
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Model Evaluation, Apache Spark, Google Cloud Platform, Logistic Regression, Predictive Modeling, Big Data, Data Preprocessing, Applied Machine Learning
Intermediate · Project · Less Than 2 Hours

Skills you'll gain: Agile Software Development, Scrum (Software Development), Cloud Computing Architecture, Cloud Services, Cloud Deployment, Agile Methodology, DevOps, Kanban Principles, Cloud Security, Cloud Infrastructure, Cloud Platforms, Cloud Computing, Agile Product Development, Agile Project Management, Cloud-Native Computing, User Story, Cloud Storage, Sprint Retrospectives, CI/CD, Test Driven Development (TDD)
Beginner · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Bash (Scripting Language), Scalability, Distributed Computing, Big Data, Operating Systems, File Systems, Linux, Scripting, Command-Line Interface, Performance Tuning, Programming Principles, Computer Architecture
Build toward a degree
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Target Market, Market Opportunities, Entrepreneurship, Value Propositions, Performance Measurement, Risk Analysis, Business Modeling, Feasibility Studies, Business Strategy, Product Development, Verification And Validation, Product Management, Case Studies, Innovation, FinTech, Leadership
Intermediate · Guided Project · Less Than 2 Hours

Google Cloud
Skills you'll gain: Data Cleansing, Exploratory Data Analysis, Data Preprocessing, Data Manipulation, Data Transformation, Data Quality, Data Visualization, Data Analysis, Google Cloud Platform, Data Management
Beginner · Project · Less Than 2 Hours