Shell Scripting for AI & ML Engineers Automate, Scale, and Productionize Machine Learning Workloads [#1041478]

Shell Scripting for AI & ML Engineers: Automate, Scale, and Productionize Machine Learning Workloads (Data Science, ML, GenAI & Agentic AI)
English | May 2, 2026 | ASIN: B0GZCPQNRJ | 260 pages | Epub | 1.48 MB
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 scriptingBuild and manage data pipelines for scalable AI solutionsIntegrate shell scripts with cloud services and DevOps toolsImplement CI/CD pipelines for machine learning modelsMonitor, debug, and optimize AI workloads in productionApply security and governance best practices in MLOpsWho 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.