Week 01 — Introduction to MLOps — From Notebook to Production
Sculley's 2015 diagram: the ML model is 5% of an ML system. This course is about the other 95%.
Week 01 — Introduction to MLOps — From Notebook to Production
Sculley's 2015 diagram: the ML model is 5% of an ML system. This course is about the other 95%.
Lecture
Why models that work in notebooks fail in production · the technical-debt diagram (Sculley et al. 2015) · the six phases of model lifecycle · standard failure modes (data drift, training-serving skew, ghost models).
Read before the lecture
Reference text for this week: chapter 01 of the bilingual notes — EN PDF · FR PDF.