E-Book, Englisch, 378 Seiten
Christensen / Bajaj / Gosada Data-Centric Machine Learning with Python
1. Auflage 2024
ISBN: 978-1-80461-241-5
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection
The ultimate guide to engineering and deploying high-quality models based on good data
E-Book, Englisch, 378 Seiten
ISBN: 978-1-80461-241-5
Verlag: De Gruyter
Format: EPUB
Kopierschutz: 0 - No protection
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Table of Contents - Exploring Data-Centric Machine Learning
- From Model-Centric to Data-Centric – ML's Evolution
- Principles of Data-Centric ML
- Data Labeling Is a Collaborative Process
- Techniques for Data Cleaning
- Techniques for Programmatic Labeling in Machine Learning
- Using Synthetic Data in Data-Centric Machine Learning
- Techniques for Identifying and Removing Bias
- Dealing with Edge Cases and Rare Events in Machine Learning
- Kick-Starting Your Journey in Data-Centric Machine Learning