Machine Unlearning: The Value of Imperfect Models

#artificialintelligence 

A project manager once told me that "any job worth doing is worth doing poorly." I understood exactly what she meant, and she knew that I would understand, especially when she preceded our conversation with these words: "I wouldn't say this to everyone, but I know you will understand what I mean." The message was clear to me because I was a perfectionist (and hopefully I have learned over the years to be less of a perfectionist thanks to my project manager's wise counsel). As a perfectionist, I would strive for 100% completion and perfection on every project, every analysis, and every report. It would take me longer than most people to finish the analysis and report, and my manager understood why.