Book

Machine Learning Model Serving Patterns and Best Practices

Mastering the art of model serving is a crucial yet daunting task in the realm of machine learning. This comprehensive guide equips you with knowledge of various model serving techniques to seamlessly bring your machine learning models to fruition, while also highlighting the best practices in model deployment.

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Difficulty Level
Intermediate
Completion Time
11h12m approx.
Language
English
Certification
Not available

About Course

Book Content

chapters 11h12m total length

1. Introducing Model Serving
2. Introducing Model Serving Patterns
3. Stateless Model Serving
4. Continuous Model Evaluation
5. Keyed Prediction
6. Batch Model Serving Pattern
7. Online Learning Model Serving
8. Two-Phase Model Pattern
9. Pipeline Pattern Model Serving
10. Ensemble Model Serving Pattern
11. Business Logic Pattern
12. Exploring Tensorflow Serving
13. Using Ray Serve
14. Using BentoML
15. Serving ML Models using a Fully Managed Cloud Solution

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