No detailed description available for "Machine Learning Model Serving Patterns and Best Practices".
Sprache
Verlagsort
Basel/Berlin/Boston
Großbritannien
Zielgruppe
Editions-Typ
Produkt-Hinweis
Dateigröße
ISBN-13
978-1-80324-253-8 (9781803242538)
Schweitzer Klassifikation
Islam Md Johirul:
Md Johirul Islam is a Data Scientist and Machine Learning Researcher at AWS. He has a PhD in Computer Science and is also an adjunct professor at Purdue University. His expertise are focused on designing explainable, maintainable and robust data science pipeline applying the software design principles and helping organizations deploy Machine Learning models into production at Scale.
Table of Contents - Introducing Model Serving
- Introducing Model Serving Patterns
- Stateless Model Serving
- Continuous Model Evaluation
- Keyed Prediction
- Batch Model Serving Pattern
- Online Learning Model Serving
- Two-Phase Model Pattern
- Pipeline Pattern Model Serving
- Ensemble Model Serving Pattern
- Business Logic Pattern
- Exploring Tensorflow Serving
- Using Ray Serve
- Using BentoML
- Serving ML Models using a Fully Managed Cloud Solution
