Скачать или смотреть ML High Interest Credit Card - Value Chain Analysis

As ML vendors, one of the papers we've abused the most is the canonical 2014 Google Paper: "Machine Learning - The High Interest Credit Card of Technical Debt"

The paper does a great job highlighting challenges deploying ML vs traditional software.

My mistake was to grab specific problems, e.g., "pipeline jungles", and map those over to my product's solution, rather than starting with higher level alignment on shared beliefs, practices, and skills.

As I continue to show lots of CI/CD examples for ML workflows, it's hard not to get trapped in the minutiae a la "pipeline jungles". This video is a higher level attempt to trace the value chain of these esoteric technical concepts back to delivering value to customer