Agent-Centric AI Development: Build and Orchestrate Intelligent Machine Learning Agents
Format:
Kindle
Sin stock
0.20 kg
No
Nuevo
Amazon
USA
- Agent-Centric AI Development: Build and Orchestrate Intelligent Machine Learning Agents Transform your AI prototypes into reliable, scalable agents that power real-world applications—from customer support bots to autonomous monitoring systems.Book Summary Agent-Centric AI Development: Build and Orchestrate Intelligent Machine Learning Agents guides you step-by-step through designing, testing, and deploying multi-tool AI agents. You’ll learn how to use frameworks like LangChain and Autogen to assemble modular “tools”—from classification and retrieval to generation—into coherent workflows that reflect your business logic.Beyond code examples, this book shows you how to integrate agents into unified DevOps and MLOps pipelines. Learn to manage dependencies, run deterministic tests, and automate CI/CD for code, models, and data. Discover deployment strategies—Helm charts, canary releases, blue-green swaps—that ensure zero-downtime updates, and build observability with logs, traces, and alert rules to catch issues before they impact users.Whether you’re an ML engineer or DevOps pro, you’ll come away with practical templates, best practices, and real-world case studies—Sales Slack bots, support chatbots, anomaly-detection agents—that you can adapt to your own projects.What’s inside this Book?Modular Agent Design: Create reusable tool plugins for classification, vector-search, and more.Retrieval-Augmented Generation: Ground your agents in up-to-date knowledge with Pinecone or Weaviate.Robust Testing & CI/CD: Automate unit, integration, and prompt-template tests alongside model training.Production Deployment: Leverage Docker, Kubernetes, and Helm for safe rollouts and rollbacks.Observability & Guardrails: Implement structured logs, distributed traces, and ethical filters.Ready to bring AI agents into production with confidence? Grab your copy of Agent-Centric AI Development today and start building intelligent, maintainable, and scalable machine learning agents!
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