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AI Engineering for Beginners

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About the Book

AI Engineering for Beginners is a practical introduction to the fundamentals of building applications with modern artificial intelligence. This book takes you step by step through the core concepts of AI engineering, starting with Python fundamentals and large language models (LLMs), then moving into AI APIs, prompt and context engineering, embeddings, vector search, Retrieval-Augmented Generation (RAG), AI agents, tool calling, evaluation, security, deployment, and cost management. You will learn how the different parts of an AI application fit together and how to turn AI capabilities into useful software. The book also introduces a complete AI knowledge-assistant project and explains how to create an AI engineering portfolio that demonstrates what you can actually build. Designed for beginners, this book focuses on practical understanding rather than trying to teach every AI technology at once. Start with the fundamentals, build small projects, learn from mistakes, and gradually develop the skills needed to build modern AI applications.

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About the Author

Mohammed Abdul Hadi Ajmal

Mohammed Abdul Hadi Ajmal is an author with an interest in artificial intelligence, technology, data science, and practical applications of modern technology. He has a BBA in Finance and an Advanced Diploma in Data Sciences from Osmania University. His professional experience includes IT and technical recruitment, giving him an interest in technology, career development, and emerging skills. Through his writing, he aims to make complex technology topics easier for beginners to understand. In AI Engineering for Beginners, he introduces readers to LLMs, AI APIs, prompt and context engineering, embeddings, RAG, AI agents, tool calling, evaluation, security, deployment, and practical AI application development. He believes that learning becomes more valuable when knowledge is combined with practical projects, continuous learning, and hands-on experience.

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