Mastering AI System Design
PAYBACK Punkte
21 °P sammeln!
From Whiteboards to Workloads - Bridging AI Theory and Practice. Key Features ¿ Practical frameworks, trade-off discussions, and mock interviews to prepare for modern system design. ¿ Master LLMs, RAG, fine-tuning, edge AI, and multimodal systems through practical, domain-specific examples. ¿ Connects academic AI foundations with industrial implementations to help readers design end-to-end systems. Book Description System design is now a critical skill for AI professionals, enabling them to integrate data pipelines, model serving, orchestration, and monitoring into cohesive production ecosy...
From Whiteboards to Workloads - Bridging AI Theory and Practice. Key Features ¿ Practical frameworks, trade-off discussions, and mock interviews to prepare for modern system design. ¿ Master LLMs, RAG, fine-tuning, edge AI, and multimodal systems through practical, domain-specific examples. ¿ Connects academic AI foundations with industrial implementations to help readers design end-to-end systems. Book Description System design is now a critical skill for AI professionals, enabling them to integrate data pipelines, model serving, orchestration, and monitoring into cohesive production ecosystems. Mastering AI System Design will guide you through that complete journey-from understanding design principles and data workflows to building deployable AI architectures. It introduces core components of AI system design such as data engineering, model selection, evaluation metrics, API integration, and lifecycle management. Each chapter blends theory, architecture diagrams, and code-driven blueprints that cover real-world use cases-LLMs and prompt engineering, Retrieval-Augmented Generation (RAG), fine-tuning, supervised and unsupervised learning systems, recommendation engines, edge AI deployment, and multimodal transformers. By the end, you will be well-equipped to analyze trade-offs, design scalable inference pipelines, ensure model reliability, and apply system design frameworks for interviews and enterprise AI applications with confidence. What you will learn ¿ Build end-to-end AI systems using proven frameworks for both interviews and real-world projects. ¿ Design and implement LLM architectures, RAG pipelines, and fine-tuned models with hands-on guidance. ¿ Develop supervised, unsupervised, recommendations, and multimodal AI systems across industries. ¿ Architect domain-specific LLMs, sequence-to-sequence models, and edge-optimized vision systems. ¿ Optimize, evaluate, and monitor AI systems for scalability, reliability, and performance. ¿ Leverage modern AI tools and libraries including LangChain, Hugging Face, PyTorch, and TensorFlow. Table of Contents 1. Introduction to AI System Design 2. Crafting Intelligent Systems Using Prompt Engineering 3. Developing Retrieval-Augmented Generation Systems 4. Enhancing Systems Through LLM Finetuning 5. Designing Financial Risk Prediction Systems Using Supervised Learning 6. Implementing Unsupervised Learning Systems 7. Building Recommendation Systems for E-Commerce 8. Building Image Classification Models for Edge Devices 9. Designing Sequence-to-Sequence Systems 10. Building Domain-Specific LLMs from Scratch 11. Building Multimodal Applications for Healthcare Index About the Authors Soudamini Sreepada is a distinguished leader in Artificial Intelligence, education, and research, with over 18 years of experience in the technology industry. She teaches AI system design through DesignYourAI - https://www.designyourai. in. Her projects and resources are available on GitHub at https://github.com/ soudaminigit/ After earning her M.Tech. in Computer Science from IIT Bombay in 2003, she built a remarkable career at Microsoft India Pvt. Ltd., where she held roles such as Software Engineer, Manager, and Principal Data Scientist. At Microsoft, she contributed to flagship products including Windows and Bing, spearheading initiatives that combined large-scale engineering with applied AI to create intelligent systems used by millions, worldwide. She received national innovation awards and was recognized as a Best Manager during her tenure.
Andere Kunden interessierten sich für
