Matches in SemOpenAlex for { <https://semopenalex.org/work/W4366850871> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4366850871 abstract "How do you scale a machine learning product at a startup? In particular, how do you serve a greater volume, velocity, and variety of queries cost-effectively? We break down costs into variable costs-the cost of serving the model and performant-and fixed costs-the cost of developing and training new models. We propose a framework for conceptualizing these costs, breaking them into finer categories, and limn ways to reduce costs. Lastly, since in our experience, the most expensive fixed cost of a machine learning system is the cost of identifying the root causes of failures and driving continuous improvement, we present a way to conceptualize the issues and share our methodology for the same." @default.
- W4366850871 created "2023-04-25" @default.
- W4366850871 creator A5019109422 @default.
- W4366850871 creator A5031016818 @default.
- W4366850871 date "2023-04-20" @default.
- W4366850871 modified "2023-10-14" @default.
- W4366850871 title "Scaling ML Products At Startups: A Practitioner's Guide" @default.
- W4366850871 doi "https://doi.org/10.48550/arxiv.2304.10660" @default.
- W4366850871 hasPublicationYear "2023" @default.
- W4366850871 type Work @default.
- W4366850871 citedByCount "0" @default.
- W4366850871 crossrefType "posted-content" @default.
- W4366850871 hasAuthorship W4366850871A5019109422 @default.
- W4366850871 hasAuthorship W4366850871A5031016818 @default.
- W4366850871 hasBestOaLocation W43668508711 @default.
- W4366850871 hasConcept C121332964 @default.
- W4366850871 hasConcept C136197465 @default.
- W4366850871 hasConcept C138885662 @default.
- W4366850871 hasConcept C144133560 @default.
- W4366850871 hasConcept C145760622 @default.
- W4366850871 hasConcept C154945302 @default.
- W4366850871 hasConcept C162324750 @default.
- W4366850871 hasConcept C162853370 @default.
- W4366850871 hasConcept C171078966 @default.
- W4366850871 hasConcept C175444787 @default.
- W4366850871 hasConcept C21547014 @default.
- W4366850871 hasConcept C2524010 @default.
- W4366850871 hasConcept C2778755073 @default.
- W4366850871 hasConcept C33923547 @default.
- W4366850871 hasConcept C41008148 @default.
- W4366850871 hasConcept C41895202 @default.
- W4366850871 hasConcept C42866809 @default.
- W4366850871 hasConcept C62520636 @default.
- W4366850871 hasConcept C90673727 @default.
- W4366850871 hasConcept C95821633 @default.
- W4366850871 hasConcept C99844830 @default.
- W4366850871 hasConceptScore W4366850871C121332964 @default.
- W4366850871 hasConceptScore W4366850871C136197465 @default.
- W4366850871 hasConceptScore W4366850871C138885662 @default.
- W4366850871 hasConceptScore W4366850871C144133560 @default.
- W4366850871 hasConceptScore W4366850871C145760622 @default.
- W4366850871 hasConceptScore W4366850871C154945302 @default.
- W4366850871 hasConceptScore W4366850871C162324750 @default.
- W4366850871 hasConceptScore W4366850871C162853370 @default.
- W4366850871 hasConceptScore W4366850871C171078966 @default.
- W4366850871 hasConceptScore W4366850871C175444787 @default.
- W4366850871 hasConceptScore W4366850871C21547014 @default.
- W4366850871 hasConceptScore W4366850871C2524010 @default.
- W4366850871 hasConceptScore W4366850871C2778755073 @default.
- W4366850871 hasConceptScore W4366850871C33923547 @default.
- W4366850871 hasConceptScore W4366850871C41008148 @default.
- W4366850871 hasConceptScore W4366850871C41895202 @default.
- W4366850871 hasConceptScore W4366850871C42866809 @default.
- W4366850871 hasConceptScore W4366850871C62520636 @default.
- W4366850871 hasConceptScore W4366850871C90673727 @default.
- W4366850871 hasConceptScore W4366850871C95821633 @default.
- W4366850871 hasConceptScore W4366850871C99844830 @default.
- W4366850871 hasLocation W43668508711 @default.
- W4366850871 hasOpenAccess W4366850871 @default.
- W4366850871 hasPrimaryLocation W43668508711 @default.
- W4366850871 hasRelatedWork W1517806635 @default.
- W4366850871 hasRelatedWork W2801255501 @default.
- W4366850871 hasRelatedWork W281246900 @default.
- W4366850871 hasRelatedWork W2992364095 @default.
- W4366850871 hasRelatedWork W3092000926 @default.
- W4366850871 hasRelatedWork W3111595240 @default.
- W4366850871 hasRelatedWork W3212262856 @default.
- W4366850871 hasRelatedWork W4297999044 @default.
- W4366850871 hasRelatedWork W135347535 @default.
- W4366850871 hasRelatedWork W2288827760 @default.
- W4366850871 isParatext "false" @default.
- W4366850871 isRetracted "false" @default.
- W4366850871 workType "article" @default.