Large language Model Architecture AI Systems with Python, ML
Explore Artificial Intelligence, Deep Learning with Advanced AI Tech
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It’s a comprehensive guide for engineers, architects, and AI developers building next-generation systems powered by large language models (LLMs). Covering both the strategic and technical aspects of LLM implementation, this book equips professionals with practical methodologies, design patterns, and scalable frameworks to create intelligent applications that deliver real-world impact.
From prompt engineering and model fine-tuning to system integration and production deployment, this resource empowers readers to transform foundation models into reliable, adaptable, and enterprise-ready solutions.
• Master the core components of LLM architecture and system integration, including tokenization, transformer pipelines, attention mechanisms, and deployment strategies for high-scale environments.
• Design AI systems using proven LLM design patterns, covering retrieval-augmented generation (RAG), agent-based workflows, and hybrid symbolic-neural integrations for more dynamic behavior.
• Understand how to fine-tune and adapt foundation models for domain-specific tasks, enabling custom performance in sectors such as healthcare, finance, manufacturing, and education.
• Explore deployment techniques and infrastructure planning, from local inference to cloud-native scaling, ensuring robustness, latency optimization, and cost-efficient LLM operations.
• Incorporate safety, governance, and alignment in AI systems, addressing issues such as bias, hallucination, prompt injection, and responsible model usage across public and private contexts.
• Connect current LLM capabilities to future artificial general intelligence, providing insights into emergent behaviors, reasoning capabilities, and long-term system adaptability in human-AI collaboration.
Whether you're designing chatbots, building intelligent assistants, or integrating generative AI into enterprise platforms, LLM Application Design & AI System Architecture is your essential guide to the tools, techniques, and architecture patterns that define the next wave of AI innovation.
Details
- Publication Date
- Sep 4, 2025
- Language
- English
- ISBN
- 9781326164263
- Category
- Computers & Technology
- Copyright
- All Rights Reserved - Standard Copyright License
- Contributors
- By (author): Munther Dahleh
Specifications
- Format
- EPUB