MLOps & Cloud
Shipping models: deployment, monitoring, pipelines and AI on the major clouds.
Beginner
Start here. No background needed beyond school maths.
Docker Tutorial for Beginners
Containers explained from zero, then building, running and sharing Docker images, the basis of deploying ML models.
freeCodeCamp
Microsoft Azure AI Fundamentals (AI-900) learning path
Microsoft Learn modules introducing AI workloads and Azure AI services, matching the AI-900 certification.
Microsoft Learn
Advanced
Once the basics are comfortable.
Machine Learning in Production
Andrew Ng on scoping, data, modelling and deploying machine learning systems in production. Free to audit.
DeepLearning.AI (Coursera)
Made With ML
A free course on designing, developing, deploying and iterating on production ML systems with MLOps best practices.
Made With ML (Anyscale)
Rules of Machine Learning: Best Practices for ML Engineering
Google's practical rules for building ML products: start simple, get the pipeline right, then improve the model.
Expert
Research-level depth and specialist material.