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Anotace knihy

In today's fast-evolving AI landscape, automation is no longer optional-it is essential. Shell Scripting for MLOps & AI Platforms equips engineers, architects, and DevOps professionals with the practical skills needed to automate, manage, and scale modern AI/ML systems with confidence.

This book bridges the gap between traditional scripting and cutting-edge MLOps practices. It demonstrates how simple yet powerful shell scripts can orchestrate complex workflows-from data ingestion and model training to deployment, monitoring, and lifecycle management.

Through hands-on examples and real-world use cases, you will learn how to streamline AI pipelines across cloud platforms such as AWS, Azure, and Google Cloud. The book emphasizes reproducibility, efficiency, and reliability-key principles for building production-grade AI systems.

What You Will Learn:

• Automate end-to-end MLOps workflows using shell scripting
• Build and manage data pipelines for scalable AI solutions
• Integrate shell scripts with cloud services and DevOps tools
• Implement CI/CD pipelines for machine learning models
• Monitor, debug, and optimize AI workloads in production
• Apply security and governance best practices in MLOps

Who This Book Is For:

This book is ideal for DevOps engineers, cloud architects, SREs, ML engineers, and anyone looking to simplify and accelerate AI platform operations through scripting.

Parametry knihy

• Plný název: Shell Scripting for AI & ML Engineers
• Podnázev: Automate, Scale, and Productionize Machine Learning Workloads
• Autor: DILIP KUMAR MONDAL
• Jazyk: Angličtina
• Vazba: Brožovaná
• Počet stran: 180
• EAN: 9798195187453
• ID: 52265194
• Nakladatelství: Independently published
• Hmotnost: 433 g
• Rozměry: 280 × 216 × 10 mm
• Datum vydání: 02. May 2026

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