Expertise
What Ben Monk works on
Four areas. They are listed separately because they answer different questions, and they overlap in practice because a model in production is a software problem before it is a modelling one.
Systems and delivery
Photo Martin Vorel, CC BY-SA 4.0

Software development
Building systems that still make sense to the people maintaining them two years later.
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Applied AI
Photo Ohio Supercomputer Center, CC BY-SA 3.0

AI engineering
Making a component that behaves differently every time it runs safe to build a product on.
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Data and models
Photo Shubhanshu Mishra and own work, CC BY 4.0

Machine learning
Framing a problem so it can be learned, and recognising when it should not be.
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Operations
Photo Bendix Corporation, No restrictions

Production and reliability
The part after launch, where software either holds up or quietly stops being trusted.
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