Sign-In
Cart
Data structure and algorithms for AI & ML
Paperback
Series: AI Course
Please select the version of book you would like to purchase.
ISBN13: 9798297512139
Publisher: Independently Published
Published: Aug 11 2025
Pages: 216
Weight: 1.13
Height: 0.46 Width: 8.50 Depth: 11.00
Language: English
Publisher: Independently Published
Published: Aug 11 2025
Pages: 216
Weight: 1.13
Height: 0.46 Width: 8.50 Depth: 11.00
Language: English
Artificial Intelligence (AI) and Machine Learning (ML) have revolutionized modern computing and technology, offering powerful solutions in fields ranging from natural language processing to autonomous systems. At the heart of AI and ML lie complex data manipulations and efficient algorithmic processes that transform raw data into meaningful patterns, predictions, and decisions.
This book, Data Structures and Algorithms for Artificial Intelligence and Machine Learning, is specifically designed for AI and ML students, researchers, and practitioners who wish to gain a deep understanding of the fundamental data structures and algorithms that underpin intelligent systems. Unlike conventional textbooks that treat data structures and algorithms as standalone computer science topics, this book contextualizes these core concepts within the AI and ML landscape, bridging the gap between theory and practical AI application. Why This Book?
Most AI and ML courses focus heavily on mathematical foundations, model training, and application frameworks but often overlook the essential role of data structures and algorithmic efficiency. Without an understanding of the underlying data handling and algorithmic strategies, AI models can become inefficient, slow, and unscalable.
This book is a comprehensive guide that covers all crucial data structures and algorithms that are directly relevant to AI and machine learning systems. It explains how to choose and implement the right data structures to handle vast amounts of data efficiently, how different algorithms optimize the training and inference processes, and how the combination of these two components results in faster, smarter AI systems. Target Audience
The book is carefully structured to build your knowledge step-by-step. It begins with fundamental concepts of data structures and algorithms tailored specifically for AI contexts, progressing towards advanced algorithmic strategies employed in modern AI systems.
Most AI and ML courses focus heavily on mathematical foundations, model training, and application frameworks but often overlook the essential role of data structures and algorithmic efficiency. Without an understanding of the underlying data handling and algorithmic strategies, AI models can become inefficient, slow, and unscalable.
This book is a comprehensive guide that covers all crucial data structures and algorithms that are directly relevant to AI and machine learning systems. It explains how to choose and implement the right data structures to handle vast amounts of data efficiently, how different algorithms optimize the training and inference processes, and how the combination of these two components results in faster, smarter AI systems. Target Audience
- Undergraduate and Postgraduate AI and ML students: This book will serve as an essential companion to their academic curriculum, enhancing their grasp of AI-specific algorithmic principles.
- Researchers and Practitioners: Those developing AI systems will benefit from insights into algorithm optimization and data handling that directly impact model performance.
- Software Engineers transitioning to AI/ML: Professionals with a programming background seeking to specialize in AI will find this book invaluable in understanding the AI-centric approach to algorithms and data structures.
- Data Scientists and Analysts: Who want to deepen their understanding of how data is stored, retrieved, and manipulated efficiently in AI pipelines.
The book is carefully structured to build your knowledge step-by-step. It begins with fundamental concepts of data structures and algorithms tailored specifically for AI contexts, progressing towards advanced algorithmic strategies employed in modern AI systems.
- Foundations: Understanding arrays, trees, graphs, and hash tables with AI-relevant examples.
- Core Algorithms: Learning how graph traversals, nearest neighbor search, optimization algorithms, and tree-based models fit into AI tasks.
- Specialized Topics: Deep dives into sparse matrix operations, graph neural networks, heuristic algorithms, and parallel processing.
- Practical Implementation: Coding exercises and AI use cases help reinforce theoretical knowledge with hands-on experience.
- Advanced Challenges: Handling big data, streaming algorithms, and reinforcement learning algorithms.
- Future Trends: A glimpse into quantum AI algorithms, edge AI challenges, and adaptive algorithmic designs.
- Understand Key Data Structures in AI
Learn the purpose and internal working of arrays, trees, graphs, and hash tables, and how they enable efficient storage and retrieval of complex AI data types such as tensors, knowledge graphs, and feature maps.
Also from
Mishra, Anshuman
AI Meets Strategy: A Product Manager's Guide to Leading Innovation
Srivastava, Anshuman
Garg, Abhinav
Mishra, Anshuman
Paperback
$37.99
Java Question Bank for Beginners: MCQs, Short Answer, Practical & Long Answer Questions
Mishra, Anshuman
Paperback
$20.39
Quantum Computing: Principles Programming and Possibilities A Complete Guide for Students and Researchers
Mishra, Anshuman
Paperback
$22.79
Echoes of the Dreamtime: Unveiling the Richness of Australian Indigenous Culture
Mishra, Anshuman
Paperback
$17.99
Data visualization with excel and tableaU: A practical guide for data science students
Mishra, Anshuman
Paperback
$20.39
Matrix computations for deep learning: Foundations of svd tensor operations and cnns
Mishra, Anshuman
Paperback
$18.99
Bayesian mathematics for ai decision making: Inference probabilities programming and uncertainty modeling
Mishra, Anshuman
Paperback
$17.99
C++ Programming Essentials: Theory, Concepts, and Practical Applications
Mishra, Sadhana
Mishra, Anshuman
Paperback
$20.39
Mastering AI and Machine Learning with Python: From Fundamentals to Advanced Deep Learning Vol- I
Mishra, Anshuman
Paperback
$22.79
Web Programming for Beginners: Mastering HTML, DHTML, XHTML, and JavaScript
Mishra, Anshuman
Paperback
$22.79
Mathematical Foundations of AI and Data Science: Discrete Structures, Graphs, Logic, and Combinatorics in Practice
Mishra, Anshuman
Paperback
$26.39
Numerical Methods & Statistical Computing: A Practical Approach for BCA, MCA, and BTech Students"
Mishra, Anshuman
Paperback
$27.54
Mastering Internet of Things From Fundamentals to Advanced Applications in Industry and Research
Mishra, Anshuman
Paperback
$22.79
Japan's Timeless Journey: Civilization Culture Innovation and the Path from Ancient Traditions to Technological Leadership
Mishra, Anshuman
Paperback
$22.79
The Netherlands and the Making of a Global Economy: Innovation Trade and Society from the Dutch Golden Age to the Digital Era
Mishra, Anshuman
Paperback
$21.59
Survive or Collapse: How Nations Can Prepare for the Next 30 Years (2025-2055)
Mishra, Anshuman
Paperback
$22.79
Spain: Empires Exploration Culture and Modern Transformation: From Ancient Iberia to a Global Nation
Mishra, Anshuman
Paperback
$23.99
The Middle East Reset War Religion Energy and the Struggle for Power in a Fragmenting Regional Order
Mishra, Anshuman
Paperback
$20.39
Denmark: From Viking Foundations to a Model of Equality Welfare and Sustainable Development
Mishra, Anshuman
Paperback
$21.59
Applied English Grammar and Translation English to Chinese (Mandarin) VOL-2
Mishra, Anshuman
Paperback
$20.39
AI 2025: The Future Unfolded - Top Trends Reshaping Business Society & Innovation
Mishra, Anshuman
Paperback
$26.39
The United Kingdom: A Civilizational Journey from Tribal Britain to a Modern Global Nation
Mishra, Anshuman
Paperback
$21.59
Canada's Historical Path: From Indigenous Heritage to a Global Peaceful Power
Mishra, Anshuman
Paperback
$22.79
Statistics for data science: A practical approach for undergraduate students
Mishra, Anshuman
Paperback
$21.59
Advanced neural networks and architecture: A comprehensive guide for students
Mishra, Anshuman
Paperback
$20.39
Mastering Advanced JavaScript: From Expert Concepts to Real-World Application
Mishra, Anshuman
Paperback
$21.59
Quantum Information to Cosmic Intelligence Bridging Matter Mind and Machine
Mishra, Anshuman
Paperback
$26.39
Decision Theory and AI Planning Mathematical Foundations VOL-2: Algorithms and Applications in Uncertain Environments
Mishra, Anshuman
Paperback
$19.19
Hidden Markov Models and AI Sequential Data, Speech Recognition & NLP Applications VOL-1
Mishra, Anshuman
Paperback
$22.79
Quantum AI & Beyond: Harnessing the Future of Next-Generation Computing VOL-II
Mishra, Anshuman
Paperback
$23.99
Mastering AI and Machine Learning with Python: From Fundamentals to Advanced Deep Learning Vol- II
Mishra, Anshuman
Paperback
$22.79
Quantum AI & Beyond: Harnessing the Future of Next-Generation Computing VOL-I
Mishra, Anshuman
Paperback
$23.99
Principles of Explainable Artificial Intelligence VOL-2: Theory Models & Proofs
Mishra, Anshuman
Paperback
$25.19
Mastering advanced java programming question bank vol-1: 1000 conceptual questions for students and professionals
Mishra, Anshuman
Paperback
$20.39
Mastering advanced java programming question bank vol-2: 1000 conceptual questions for students and professionals
Mishra, Anshuman
Paperback
$21.59
Calculus for machine learning and artificial intelligence: From derivatives to backpropagation
Mishra, Anshuman
Paperback
$23.99
Exploring the Cosmos: : A Journey Through the History, Present, and Future of Space Research
Mishra, Anshuman
Paperback
$19.19
Multimodal AI: The Future of Intelligent Systems - A Comprehensive Exploration
Mishra, Anshuman
Paperback
$22.79
Mastering database management systems Vol-2: From fundamentals to real world application
Mishra, Anshuman
Paperback
$20.39
Mastering computer graphics concepts question bank: 1000 conceptual questions for students and professionals
Mishra, Anshuman
Paperback
$20.39
Mathematical models in natural language processing: Foundations embedding and probabilistic approaches
Mishra, Anshuman
Paperback
$19.19
Advanced Prompt Engineering for LLMs: 2026 Techniques That Actually Deliver Results
Mishra, Anshuman
Paperback
$22.79
AI Tools for Handmade Jewelry Designers Design Ideas & Etsy Listing Optimization Made Simple
Mishra, Anshuman
Paperback
$23.99
AI Tools for Voice-Over Artists Script Generation and Studio Workflow Simplified
Mishra, Anshuman
Paperback
$17.99
AI Workflow for Indie Board Game Creators Simple Strategies from Idea to Production Pipeline
Mishra, Anshuman
Paperback
$21.59
Chinese Zodiac & Astrology with AI: Educational Prompts for Animal Year Insights
Mishra, Anshuman
Paperback
$21.59
Career Astrology Insights with AI: Ethical Data-Informed Prompts for Vocational Exploration and Self-Reflection
Mishra, Anshuman
Paperback
$21.59
Financial Cycles & Astrology with AI: An Educational Guide to Market Rhythms Historical Patterns and Analytical Prompts
Mishra, Anshuman
Paperback
$20.39
Also in
Programming
Interactive Theorem Proving and Program Development: Coq'art: The Calculus of Inductive Constructions
Castéran, Pierre
Bertot, Yves
Hardcover
$194.60
Seven Databases in Seven Weeks: A Guide to Modern Databases and the Nosql Movement
Redmond, Eric
Wilson, Jim
Perkins, Luc
Paperback
$63.29
The Legend of Zelda(tm) Tears of the Kingdom - The Complete Official Guide: Collector's Edition
Piggyback
Hardcover
$42.74
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
$44.99
Crisis Engineering: Time-Tested Tools for Turning Chaos Into Clarity
Weaver, Matthew
Dickerson, Mikey
Nitze, Marina
Paperback
$18.99
Vibe Coding: Building Production-Grade Software with Genai, Chat, Agents, and Beyond
Yegge, Steve
Kim, Gene
Paperback
$30.40
Accelerate: The Science of Lean Software and DevOps: Building and Scaling High Performing Technology Organizations
Kim, Gene
Forsgren Phd, Nicole
Humble, Jez
Paperback
$20.89
The Legend of Zelda(tm) Tears of the Kingdom - The Complete Official Guide: Standard Edition
Piggyback
Paperback
$28.49
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
$86.88
Fundamentals of Software Architecture: A Modern Engineering Approach
Richards, Mark
Ford, Neal
Paperback
$75.99
I Have an App Idea: The Essential Guide to Building an App Without Tech Skills
Spann, Amanda
Paperback
$17.05
AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
Hattersley, Lucy
Jepson, Brian
Paperback
$21.84
The Manager's Path: A Guide for Tech Leaders Navigating Growth and Change
Fournier, Camille
Paperback
$37.99
Make: Electronics: Learning by Discovery: A Hands-On Primer for the New Electronics Enthusiast
Platt, Charles
Paperback
$33.24
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Debois, Patrick
Kim, Gene
Humble, Jez
Paperback
$36.10
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
$75.99
Cracking the Coding Interview: 189 Programming Questions and Solutions
McDowell, Gayle Laakmann
Paperback
From $24.99
The Developer's Guide to AI: A Field Guide for the Working Developer
Reghunadh, Jerry M.
Thompson, Danny
Orshalick, Jacob
Paperback
$56.99
The New AI Cold War: Liberty vs. Tyranny in the Age of Machine Empires
Maginnis, Ltc Robert L.
Paperback
$31.83
Learning Web Design: A Beginner's Guide to Html, Css, Javascript, and Web Images
Robbins, Jennifer
Paperback
$75.99
The Staff Engineer's Path: A Guide for Individual Contributors Navigating Growth and Change
Reilly, Tanya
Paperback
$43.69
Software Architecture: The Hard Parts: Modern Trade-Off Analyses for Distributed Architectures
Ford, Neal
Richards, Mark
Sadalage, Pramod
Paperback
$75.99
The Official Raspberry Pi Handbook 2026: Astounding Projects with Raspberry Pi Computers
Makers of Raspberry Pi Official Magazine, The
Paperback
$23.74
Linux Basics for Hackers, 2nd Edition: Getting Started with Networking, Scripting, and Security in Kali
Occupytheweb
Paperback
$37.99
SQL QuickStart Guide: The Simplified Beginner's Guide to Managing, Analyzing, and Manipulating Data With SQL
Shields, Walter
Hardcover
$33.24
The Pragmatic Programmer: Your Journey to Mastery, 20th Anniversary Edition
Hunt, Andrew
Thomas, David
Hardcover
$54.99
Generative AI Design Patterns: Solutions to Common Challenges When Building Genai Agents and Applications
Lakshmanan, Valliappa
Hapke, Hannes
Paperback
$75.99
Head First Design Patterns: Building Extensible and Maintainable Object-Oriented Software
Robson, Elisabeth
Freeman, Eric
Paperback
$75.99
Frictionless: 7 Steps to Remove Barriers, Unlock Value, and Outpace Your Competition in the AI Era
Noda, Abi
Forsgren, Nicole
Paperback
$33.74
Forecasting: Principles and Practice, the Pythonic Way
Hyndman, Rob J.
Athanasopoulos, George
Paperback
$76.00
The Return on AI: From Promise to Profit in the Age of Intelligent Business
Sawhney, Mohanbir
Mittal, Ashwin
Paperback
$18.69
Observability Engineering: Achieving Production Excellence
Majors, Charity
Fong-Jones, Liz
Miranda, George
Paperback
$66.49
Arduino Programming for Beginners: A Comprehensive Beginner's Guide to Learn the Realms of Arduino Programming from A-Z
Protosmith, Ada
Paperback
$18.99
Building AI-Powered Products: The Essential Guide to AI and Genai Product Management
Nika, Marily
Paperback
$42.74
Grokking Algorithms, Second Edition: An Illustrated Guide for Programmers and Other Curious People
Bhargava, Aditya Y.
Paperback
$62.49
Concrete Mathematics: A Foundation for Computer Science
Knuth, Donald
Graham, Ronald
Patashnik, Oren
Hardcover
$107.99
Debugging: The 9 Indispensable Rules for Finding Even the Most Elusive Software and Hardware Problems
Agans, David J.
Paperback
$18.99
Learning Generative AI Tools for Excel: Speed Up Your Everyday Tasks with Microsoft Excel, Copilot, Chatgpt, and Beyond
Duca, Angelica Lo
Paperback
$56.99
Learning Domain-Driven Design: Aligning Software Architecture and Business Strategy
Khononov, Vlad
Paperback
$62.69
This Is Service Design Doing: Applying Service Design Thinking in the Real World
Hormess, Markus Edgar
Stickdorn, Marc
Lawrence, Adam
Paperback
$47.49
Computer Science from Scratch: Building Interpreters, Art, Emulators and ML in Python
Kopec, David
Paperback
$47.49
The Software Architect Elevator: Redefining the Architect's Role in the Digital Enterprise
Hohpe, Gregor
Paperback
$62.69
Python Programming for Young Coders: A Hands-On, Project-Based Introduction to Coding for Beginners, Kids, and Teens
Pandey, Anand
Paperback
$20.57
Software Engineering at Google: Lessons Learned from Programming Over Time
Wright, Hyrum
Winters, Titus
Manshreck, Tom
Paperback
$62.69
Prompt Engineering for Llms: The Art and Science of Building Large Language Model-Based Applications
Berryman, John
Ziegler, Albert
Paperback
$75.99
Learning Php, MySQL & JavaScript: A Step-By-Step Guide to Creating Dynamic Websites
Nixon, Robin
Paperback
$56.99
Pro C# 10 with .Net 6: Foundational Principles and Practices in Programming
Troelsen, Andrew
Japikse, Phil
Paperback
$56.99
Living a Jewish Life, Revised and Updated: Jewish Traditions, Customs, and Values for Today's Families
Cooper, Howard
Diamant, Anita
Paperback
$21.84
Articulating Design Decisions: Communicate with Stakeholders, Keep Your Sanity, and Deliver the Best User Experience
Greever, Tom
Paperback
From $17.99
Kubernetes in Action, Second Edition: Deploying and Managing Containers and Cloud-Native Applications
Luksa, Marko
Conner, Kevin
Paperback
$87.49
Adobe Photoshop, 2nd Edition: A Complete Course and Compendium of Features
Laskevitch, Stephen
Paperback
$52.20
Spies, Lies, and Algorithms: The History and Future of American Intelligence
Zegart, Amy B.
Paperback
$21.80
Site Reliability Engineering: How Google Runs Production Systems
Jones, Chris
Beyer, Betsy
Murphy, Niall Richard
Paperback
$56.99
Ruined by Design: How Designers Destroyed the World, and What We Can Do to Fix It
Monteiro, Mike
Paperback
$23.74