Data Science in Production: Building Scalable Model Pipelines with Python

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Author(s): Ben G Weber
Edition: First
Publisher: Independently published
Year: 2020

Language: English
Pages: 234
Tags: Data Science, Production

Preface
Introduction
Models as Web Endpoints
Models as Serverless Functions
Containers for Reproducible Models
Workflow Tools for Model Pipelines
PySpark for Batch Pipelines
Cloud Dataflow for Batch Modeling
Streaming Model Workflows
Bibliography