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Machine Learning Model Serving Patterns and Best Practices
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Machine Learning Model Serving Patterns and Best Practices
by Md Johirul Islam
Machine Learning Model Serving Patterns and Best Practices
Machine Learning Model Serving Patterns and Best Practices
Contributors
About the author
About the reviewer
Preface
Part 1:Introduction to Model Serving
Chapter 1: Introducing Model Serving
Chapter 2: Introducing Model Serving Patterns
Part 2:Patterns and Best Practices of Model Serving
Chapter 3: Stateless Model Serving
Chapter 4: Continuous Model Evaluation
Chapter 5: Keyed Prediction
Chapter 6: Batch Model Serving
Chapter 7: Online Learning Model Serving
Chapter 8: Two-Phase Model Serving
Chapter 9: Pipeline Pattern Model Serving
Chapter 10: Ensemble Model Serving Pattern
Chapter 11: Business Logic Pattern
Part 3:Introduction to Tools for Model Serving
Chapter 12: Exploring TensorFlow Serving
Chapter 13: Using Ray Serve
Chapter 14: Using BentoML
Part 4:Exploring Cloud Solutions
Chapter 15: Serving ML Models using a Fully Managed AWS Sagemaker Cloud Solution
Index
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