Artigos de ML - The ML Test Score
2021 Dec 14Artigos de ML - The ML Test Score
Faz um tempo que inspirado nos canais do Henry AI Labs e do Yannic Kilcher eu abri um canal no youtube para comentar alguns artigos acadêmicos que eu acho interessante e que tem uma aderência interessante para todos os praticantes e profissionais de Machine Learning.
Este é o primeiro artigo de uma série sobre Machine Learning Operations, ou MLOps.
Disclaimer: Eu não sou o autor do artigo. Esse vídeo foi criado unicamente para fins educacionais e de divulgação.
The ML Test Score: A Rubric for ML Production Readiness and Technical Debt Reduction
Abstract: Creating reliable, production-level machine learning systems brings on a host of concerns not found in small toy examples or even large offline research experiments. Testing and monitoring are key considerations for ensuring the production-readiness of an ML system, and for reducing technical debt of ML systems. But it can be difficult to formulate specific tests, given that the actual prediction behavior of any given model is difficult to specify a priori. In this paper, we present 28 specific tests and monitoring needs, drawn from experience with a wide range of production ML systems to help quantify these issues and present an easy to follow road-map to improve production readiness and pay down ML technical debt.