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Mastering MLOps and LLMOps: Automating ML Pipelines, Scaling LLMOps Workflows, and Delivering Trustworthy AI
Paperback
Publisher: Independently Published
Published: Sep 30 2025
Pages: 98
Weight: 0.55
Height: 0.20 Width: 8.50 Depth: 11.00
Language: English
Mastering MLOps and LLMOps is your ultimate guide to taking artificial intelligence from the lab to large-scale production. Whether you're an engineer, data scientist, or technical leader, this book shows you how to build, deploy, and manage machine learning pipelines and LLM workflows with confidence.
You'll learn why MLOps is the foundation of scalable AI deployment, and how LLMOps introduces new patterns for managing generative AI systems. Through hands-on tutorials, real-world case studies, and expert insights, you'll discover how to integrate LangChain for orchestration, leverage vector databases for search, and design high-performance RAG pipelines for retrieval-augmented generation.
From continuous training (CT) and model monitoring to advanced deployment strategies with Docker, Kubernetes, and cloud-native tools, this book equips you with practical blueprints to solve real-world challenges. Each chapter includes troubleshooting guides, best practices, and exercises designed to help you master both fundamentals and advanced techniques.
By the end, you'll be able to:
Build robust, automated machine learning pipelines
Optimize inference and latency for large-scale AI deployment
Implement monitoring and feedback loops for trustworthy AI
Apply LLMOps strategies to production-grade large language models
Perfect for professionals seeking to bridge the gap between theory and production, Mastering MLOps and LLMOps is more than a reference-it's a strategic playbook for the next era of intelligent systems.
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