Data Structures & Algorithms for AI: Building Smart Systems

AI from Scratch: Step-by-Step Guide to Mastering Artificial Intelligence (Book 3)

Artificial Intelligence (AI) is transforming industries, from healthcare to finance, robotics to real-time decision-making. But what makes AI models truly efficient? The answer lies in data structures and algorithms—the backbone of AI performance, scalability, and optimization.

Data Structures & Algorithms for AI: Building Smart Systems is a comprehensive guide designed to help AI engineers, machine learning practitioners, and software developers master the core computational techniques that power modern AI systems. As the third book in the AI from Scratch series, this volume takes a deep dive into the computational foundations necessary to build fast, scalable, and intelligent AI solutions.

What You’ll Learn:
How arrays, linked lists, trees, graphs, and hash tables impact AI efficiency
Graph algorithms, reinforcement learning, and heuristic search for AI applications
Sorting, dynamic programming, and metaheuristics to optimize AI performance
Deep learning data structures, parallel computing, and real-time AI systems
AI-ready probabilistic data structures for handling large-scale and streaming data

Why This Book?

Unlike traditional algorithm books, which focus on generic applications, this book is tailored for AI professionals. You’ll learn how to implement AI-driven data structures with a focus on speed, memory optimization, and scalability. From neural network optimizations to AI-powered search techniques, this book provides the computational toolkit needed for building high-performance AI applications.

Who Should Read This Book?
AI & Machine Learning Engineers optimizing model performance
Data Scientists looking for AI-focused algorithmic techniques
Software Developers implementing AI-based applications
Researchers & Students wanting a deep dive into AI-specific data structures

With real-world case studies, hands-on examples, and AI-specific optimizations, this book ensures that you don’t just learn how data structures and algorithms work—but how to apply them to build smarter AI systems.