Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
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  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
MACHINE LEARNING LIFECYCLE & MLOps ESSENTIALS: A hands-on guide to lifecycle management and automation in ML

MACHINE LEARNING LIFECYCLE & MLOps ESSENTIALS: A hands-on guide to lifecycle management and automation in ML

P, Kumar
CV, Aravinda

Paperback

Programming

ISBN13: 9798289868459
Publisher: Independently Published
Published: Jun 27 2025
Pages: 246
Weight: 0.74
Height: 0.52 Width: 6.00 Depth: 9.00
Language: English
In the rapidly evolving landscape of artificial intelligence, the success of machine learning projects hinges not just on building accurate models, but on managing the entire lifecycle-from problem definition and data preparation to deployment and monitoring. This book, Machine Learning Lifecycle & MLOps Essentials, aims to provide readers with a structured, end-to-end understanding of how modern ML systems are built, deployed, and maintained in real-world settings. By combining practical Python implementations with foundational concepts, this book equips data scientists, engineers, and ML practitioners with the tools and mindset needed to bridge the gap between experimentation and production.

As the industry embraces operational efficiency, reproducibility, and scalability, MLOps (Machine Learning Operations) has emerged as a critical discipline. This book not only introduces the lifecycle phases of ML projects but also dives into the principles and best practices of MLOps-from automation and CI/CD pipelines to monitoring drift and ensuring model governance. Whether you're a beginner eager to learn how to structure ML projects effectively or a professional aiming to implement production-grade ML workflows, this book serves as a practical guide and reference throughout your machine learning journey.

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