Recommending Data Preprocessing Pipelines for Machine Learning Applications in Production - DE

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.

Product details

• Authors: Maik Frye
• Publisher: Apprimus Verlag
• Languages: English
• Product format: Paperback / Softback
• Released: 15.02.2023
• EAN: 9783985551477
• ISBN: 978-3-9855514-7-7
• No. of pages: 322
• Dimensions: 148 mm x 19 mm x 210 mm
• Weight: 597 g
• Series: Ergebnisse aus der Produktionstechnik
• Subject: Natural sciences, medicine, IT, technology > Technology > Mechanical engineering, production engineering