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Learn Mlflow: Manage Machine Learning Pipelines and Models Efficiently

Learn Mlflow: Manage Machine Learning Pipelines and Models Efficiently

Paperback

Series: AI & Machine Learning Eng

General Computers

ISBN13: 9798319465542
Publisher: Independently Published
Published: Apr 14 2025
Pages: 206
Weight: 0.62
Height: 0.44 Width: 6.00 Depth: 9.00
Language: English

LEARN MLflow - Manage Machine Learning Pipelines and Models Efficiently

This book offers a technical and practical approach for professionals looking to master MLflow - one of the leading platforms for managing the machine learning model lifecycle. The content covers everything from environment setup to production deployment, with a strong focus on reproducibility, versioning, tracking, and technical governance. Each chapter presents a key MLflow component (Tracking, Projects, Models, Model Registry) and demonstrates how to apply it in real-world scenarios, with clear examples, progressive structure, and established best practices.

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General Computers