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Quantitative Finance · Glosario

¿Qué es Handoff specification?

Definition 28.2 Machine Learning for Markets · Capítulo 28 — The Machine-Learning Team

A handoff specification is the contract between the people who build a model and the people who run it: the list of what a model package must contain (the artefact and its content hash, the feature definitions, test vectors of inputs with the outputs the model must reproduce, the latency budget with a measurement, the monitoring specification, the model card) and the checks the package must pass before production accepts it.

defect plantedchecks that fail
none (the package as handed over)none of the nine
artefact rebuilt after it was hashedartefact hash; test vectors
a feature reads an input the feed does not carryfeature specification
a 5-second window written as 5 000 (milliseconds)feature vectors
one feature missing (15 for a model reading 16)feature specification
test vectors holding another model’s outputstest vectors
latency of the library call, not the compiled modellatency
a monitor without an ownermonitoring
a model card without limitationsmodel card
Table 28.1. The handoff validator on the clean package and on eight planted defects. Data: ml_team.handoff_table.
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