MLOps & Cloud
Shipping models: deployment, monitoring, pipelines and AI on the major clouds.
Advanced
Once the basics are comfortable.
Course
Advanced
↗ External site
Machine Learning in Production
Andrew Ng on scoping, data, modelling and deploying machine learning systems in production. Free to audit.
DeepLearning.AI (Coursera)
Course
Advanced
↗ External site
Made With ML
A free course on designing, developing, deploying and iterating on production ML systems with MLOps best practices.
Made With ML (Anyscale)
Document
Advanced
↗ External site
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.