Feedback Loops

The Perilous World of ML: Pipeline Jungles and Hidden Feedback Loops

John Foreman on the hidden technical debt in ML systems — pipeline jungles and feedback loops that make production ML fragile in ways that pure model metrics never reveal. Anticipates the 'Hidden Technical Debt in Machine Learning Systems' Google paper by months.