Recommending Data Preprocessing Pipelines for Machine Learning Applications in Production
High data quality is the key for performant machine learning (ML) models in produc-tion. In practice, data quality is preprocessed using several DPP methods that are configured into DPP pipelines. The choice of the DPP pipelines poses a major chal-lenge. To guide data scientists, a meta learning-based decision support system (DSS) have been developed, called Meta-DPP, which assists in the selection of suitable DPP pipelines but do not cover production-specific requirements.
Autor: | Frye, Maik |
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ISBN: | 9783985551477 |
Auflage: | 1 |
Sprache: | Englisch |
Seitenzahl: | 322 |
Produktart: | Kartoniert / Broschiert |
Verlag: | Apprimus Verlag |
Veröffentlicht: | 15.02.2023 |
Schlagworte: | Maschinendatenanalyse Produktionsqualität Quality Intlligence |