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 |
|---|---|
| ISBN: | 9783985551477 |
| Auflage: | 1 |
| Sprache: | Englisch |
| Seitenzahl: | 322 |
| Produktart: | Kartoniert / Broschiert |
| Verlag: | Apprimus Verlag |
| Veröffentlicht: | 15.02.2023 |
| Schlagworte: | Maschinendatenanalyse Produktionsqualität Quality Intlligence |