A software engineering toolkit ๐Ÿ› 

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A software engineering toolkit ๐Ÿ› 

Tag: mlops

Introducing MLOps

Introducing MLOps by Mark Treveil, et al, provides a thorough, but relatively non-technical, enterprise-level introduction to MLOps. I, being at a big company and new to ML, found this book helpful for developing a big picture for how to build and maintain ML infrastructure.

Posted on August 14, 2021 by Erik

Data Pipeline Pocket Reference

The Data Pipeline Pocket Reference by James Densmore is a practical overview of pipeline concepts and terminology. It demonstrates most concepts using framework-agnostic Python scripts. It also provides a good introduction to MLOps by recommending popular solutions to common problems, like Apache Airflow for orchestration. I’d recommend it to anyone ramping up on MLOps.

Posted on August 14, 2021August 14, 2021 by Erik
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