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Thursday, June 08, 2017

Debt in Machine Learning

The term was new to me, but O'Reilly discusses how this complexity measure changes and how to address it.  This reminds me of complexity measures in retail.  Could it be that autonomous AI systems will ultimately solve this?

What is machine learning debt?
Overcome three types of debt to ship quality machine learning code.  By Matthew Kirk 

" .... Debt is a term many software engineers use to describe a general growth of complexity over time. In general, it’s something that is an obligation to revisit something in the future. We’ll get into the definition of each type of debt, but know that debt generally increases as a project matures.

In this article, we’ll talk about how you will encounter these issues as you deploy your code as well as ways of mitigating the risk.  .... " 

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