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Hidden Technical Debt in Machine Learning Systems

papers.nips.cc

3 Data Dependencies Cost More than Code Dependencies In [13], dependency debt is noted as a key contributor to code complexity and technical debt in classical software engineering settings. We have found that data dependencies in ML systems carry a similar capacity for building debt, but may be more difficult to detect. Code dependencies can be

  System, Code, Machine, Technical, Learning, Debt, Hidden, Hidden technical debt in machine learning systems

Hidden Technical Debt in Machine Learning Systems

proceedings.neurips.cc

Hidden Technical Debt in Machine Learning Systems D. Sculley, Gary Holt, Daniel Golovin, Eugene Davydov, Todd Phillips {dsculley,gholt,dgg,edavydov,toddphillips}@google.com

  System, Machine, Technical, Learning, Debt, Hidden, Hidden technical debt in machine learning systems

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