Designing Deep Learning Systems MEAP V08 by copyright-2022-manning-publications.html

Author:copyright-2022-manning-publications.html
Language: eng
Format: epub

6 Model serving design

This chapter covers

Defining model serving

Common model serving challenges and approaches

Designing model serving systems for different user scenarios

The simple definition of model serving is the process of executing a model with user input data. Among all the activities in a deep learning system, model serving is the closest to the end customers. All the hard work of dataset preparation, training algorithm development, hyper parameter tuning, and testing results in models, and these models get presented to customers by model serving services.

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