Why is Machine Learning Deployment Hard?

Alexandre Gonfalonieri
Towards Data Science
7 min readOct 2, 2019

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After several AI projects, I realized that deploying Machine Learning (ML) models at scale is one of the most important challenges for companies willing to create value through AI, and as models get more complex it’s only getting harder.

Based on my experience as a consultant, only a very small percentage of ML projects make it to production. An AI project can fail for many reasons among which…

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