Sign-In
Cart
Tiny but Mighty: Edge AI Engineering: Quantization, Pruning, and On-Device ML for Embedded Systems
Paperback
Publisher: Independently Published
Published: May 6 2026
Pages: 290
Weight: 0.78
Height: 0.72 Width: 6.00 Depth: 9.00
Language: English
Powerful AI does not have to live in the cloud.
From smart cameras to wearable devices and industrial sensors, intelligent systems are moving closer to the edge. The challenge is making models smaller, faster, and efficient enough to run on limited hardware.
Tiny but Mighty is a practical, engineering focused guide to building optimized AI systems for edge devices using Python and modern machine learning frameworks.
This book teaches you how to compress, optimize, and deploy models that perform efficiently in real world embedded environments.
Why edge AI is the future
Cloud based AI has limitations:
- latency in real time applications
- dependency on network connectivity
- privacy and data concerns
- high operational costs
Edge AI solves these challenges by running models directly on devices.
With the right techniques, you can:
- reduce inference latency
- improve privacy and security
- operate offline
- lower infrastructure costs
- deploy AI in constrained environments
What you will learn
- fundamentals of edge AI systems
- model quantization techniques
- pruning and model compression
- optimizing neural networks for efficiency
- hardware aware model design
- deploying models on embedded devices
- working with edge AI frameworks
- performance benchmarking and tuning
- balancing accuracy and efficiency
- building real time on device AI systems
From large models to efficient systems
Throughout the book, you will learn how to:
- shrink large models without losing performance
- optimize inference speed
- deploy models on constrained hardware
- design efficient AI pipelines
- test and improve on device performance
- build reliable edge AI systems
Each chapter focuses on practical optimization workflows.
Practical applications
- smart cameras and vision systems
- IoT devices and sensors
- wearable technology
- industrial edge AI systems
- mobile AI applications
These examples reflect real world deployments.
Who this book is for
- machine learning engineers
- embedded systems developers
- AI engineers
- IoT developers
- professionals building edge AI solutions
If you want to deploy AI models outside the cloud and into real devices, this book provides the roadmap.
Optimize aggressively.
Deploy efficiently.
Build AI at the edge.
Also from
Boozman, Richard
Programación profesional en Lua: Cómo diseñar sistemas embebidos y de juegos de alto rendimiento
Boozman, Richard
Paperback
Kotlin Craft: Professional Android Development: Architecture, Coroutines, and Production Practices
Boozman, Richard
Paperback
Swift and Sure: Building Beautiful, High-Performance iOS Applications with SwiftUI and Swift Concurrency
Boozman, Richard
Paperback
iOS at Speed: Performance Engineering, Profiling, Memory Management, and Optimization for Apple Platforms
Boozman, Richard
Paperback
Lua für Anfänger: Wie man einfache Skriptsprachen für Spiele, Apps und eingebettete Systeme lernt
Boozman, Richard
Paperback
The AI Builder: Create Generative AI Applications with Python, LangChain, and CuttingEdge Foundation Models
Boozman, Richard
Paperback
See, Read, Reason: Building Multimodal AI Applications That Understand Images, Text, and Audio Together
Boozman, Richard
Paperback
Agents at Work: Designing Autonomous AI Workflows, Tool-Calling Agents, and MultiAgent Systems with Python
Boozman, Richard
Paperback
Reward and Learn: Practical Reinforcement Learning for Autonomous Agents, Games, and Robot Control
Boozman, Richard
Paperback
Responsible by Design: AI Safety, Alignment, and Trust Engineering for Production Machine Learning Systems
Boozman, Richard
Paperback
Agenten Im Einsatz: Entwicklung autonomer KI-Workflows, Tool-AufrufAgenten und Multiagentensysteme mit Python
Boozman, Richard
Paperback
Vom Modell Zum Markt: MLOps Engineering: Versionierung, Überwachung und Bereitstellung von KI-Modellen in der Produktion
Boozman, Richard
Paperback
Reiss Dich Zusammen: Moderne Android-UI-Entwicklung mit Jetpack Compose, Zustandsverwaltung und Animation
Boozman, Richard
Paperback
LLM Engineer: Build, Fine-Tune, and Deploy Production-Grade AI Applications with Python and Modern LLMs
Boozman, Richard
Paperback
From Model to Market: MLOps Engineering: Versioning, Monitoring, and Deploying AI Models in Production
Boozman, Richard
Paperback
Guía intermedia de Gleam: Cómo construir sistemas concurrentes y tolerantes a fallos con confianza
Boozman, Richard
Paperback
Programación profesional de Gleam: Cómo diseñar sistemas a gran escala con precisión de tipos.
Boozman, Richard
Paperback
Nim para principiantes: Cómo aprender un lenguaje flexible y moderno que combine conceptos de Python y Ada
Boozman, Richard
Paperback
Guía intermedia de Lua: Cómo crear scripts de juegos y extender aplicaciones con Lua
Boozman, Richard
Paperback
Lua para principiantes: Cómo aprender scripting ligero para juegos, aplicaciones y sistemas embebidos
Boozman, Richard
Paperback
Guía intermedia de OCaml: Cómo aplicar OCaml en finanzas, análisis y herramientas de software
Boozman, Richard
Paperback
Programación profesional en OCaml: Cómo diseñar sistemas de nivel industrial con OCaml
Boozman, Richard
Paperback
Guía intermedia de Nim: Cómo aplicar Nim en aplicaciones prácticas y de alto rendimiento
Boozman, Richard
Paperback
Programación profesional de Nim: Cómo diseñar sistemas complejos con flexibilidad y velocidad
Boozman, Richard
Paperback
OCaml para principiantes: Cómo aprender programación funcional e imperativa en la JVM
Boozman, Richard
Paperback
Professionelle NimProgrammierung: Wie man komplexe Systeme flexibel und schnell entwickelt
Boozman, Richard
Paperback
Nim für Anfänger: Wie man eine flexible, moderne Sprache erlernt, die Python- und Ada-Konzepte vereint
Boozman, Richard
Paperback
Nim-Leitfaden für Fortgeschrittene: Wie man Nim für praktische und leistungsstarke Anwendungen einsetzt
Boozman, Richard
Paperback
OCaml für Anfänger: Wie man funktionale und imperative Programmierung auf der JVM lernt
Boozman, Richard
Paperback
OCaml-Leitfaden für Fortgeschrittene: Anwendung von OCaml in den Bereichen Finanzen, Analyse und Softwareentwicklung
Boozman, Richard
Paperback
Professionelle OCamlProgrammierung: Wie man mit OCaml Systeme für den industriellen Einsatz entwickelt
Boozman, Richard
Paperback
Gleam für Anfänger: Wie man die BEAM VM mit einer typsicheren Sprache für nebenläufige Systeme nutzen kann
Boozman, Richard
Paperback
Gleam Leitfaden für Fortgeschrittene: Wie man mit Zuversicht parallele und fehlertolerante Systeme entwickelt
Boozman, Richard
Paperback
Professionelle Gleam-Programmierung: Wie man großtechnische Systeme mit typsicherer Präzision entwickelt
Boozman, Richard
Paperback
Lua-Leitfaden für Fortgeschrittene: Wie man Spielskripte erstellt und Anwendungen mit Lua erweitert
Boozman, Richard
Paperback
Compose Yourself: Modern Android UI Development with Jetpack Compose, State Management, and Animation
Boozman, Richard
Paperback
One Codebase, Every Platform: Kotlin Multiplatform in Production: Sharing Business Logic Across iOS, Android, and Web
Boozman, Richard
Paperback
Lock It Down: Mobile Security Engineering: Protecting iOS and Android Applications from Real Threats
Boozman, Richard
Paperback
Flutter Everywhere: Cross-Platform Mobile Engineering for iOS, Android, and Web from a Single Codebase
Boozman, Richard
Paperback
Native by Nature: Building High-Performance, Native-Feel Mobile Apps with React Native and Expo
Boozman, Richard
Paperback
Der 30-Tage-Python-Sprint: Ein Leitfaden für Anfänger zur professionellen Kompetenz
Boozman, Richard
Paperback
El sprint de Python de 30 días: Guía para principiantes sobre competencia profesional
Boozman, Richard
Paperback
La lógica del código: Piensa como un programador antes de escribir una sola línea
Boozman, Richard
Paperback
LLM-Ingenieur: Erstellen, optimieren und bereitstellen Sie produktionsreife KI-Anwendungen mit Python und modernen LLMs.
Boozman, Richard
Paperback
Analytics Engineer: dbt, SQL Modeling, and Modern Data Transformation for Business Intelligence Teams
Boozman, Richard
Paperback
Belohnen Und Lernen: Praktisches Reinforcement Learning für autonome Agenten, Spiele und Robotersteuerung
Boozman, Richard
Paperback
Verantwortungsbewusst Es Design: KI-Sicherheit, Ausrichtung und Vertrauensentwicklung für produktive maschinelle Lernsysteme
Boozman, Richard
Paperback
Aus Daten Lernen: Statistisches maschinelles Lernen mit Python: Regression, Klassifizierung und neuronale Netze
Boozman, Richard
Paperback
Abschliessen: Mobile Sicherheitstechnik: Schutz von iOS- und Android-Anwendungen vor realen Bedrohungen
Boozman, Richard
Paperback
The Knowledge Engine: Building RAG Systems: Retrieval-Augmented Generation with Python and Vector Databases
Boozman, Richard
Paperback
Von Natur Aus: Entwicklung leistungsstarker, nativer mobiler Apps mit React Native und Expo
Boozman, Richard
Paperback
Pipeline-Ingenieur: Aufbau einer modernen Dateninfrastruktur mit Python, Airflow, dbt und der Cloud
Boozman, Richard
Paperback
Stream Everything: Real-Time Data Processing, Event-Driven Architectures, and Kafka Engineering with Python
Boozman, Richard
Paperback
Learn from Data: Statistical Machine Learning with Python: Regression, Classification, and Neural Nets
Boozman, Richard
Paperback
See Like a Machine: Computer Vision Mastery with PyTorch: Detection, Segmentation, and Real-Time Inference
Boozman, Richard
Paperback
Also in
General Computers
All Data Are Local: Thinking Critically in a Data-Driven Society
Loukissas, Yanni Alexander
Paperback
Comptia Network+ Certmike: Prepare. Practice. Pass the Test! Get Certified!: Exam N10-008
Chapple, Mike
Zacker, Craig
Paperback
Interactive Theorem Proving and Program Development: Coq'art: The Calculus of Inductive Constructions
Castéran, Pierre
Bertot, Yves
Hardcover
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Grolemund, Garrett
Wickham, Hadley
Paperback
The Reverse Centaur's Guide to Life After AI: How to Think about Artificial Intelligence--Before It's Too Late
Doctorow, Cory
Paperback
Designing Data-Intensive Applications: The Big Ideas Behind Reliable, Scalable, and Maintainable Systems
Kleppmann, Martin
Riccomini, Chris
Paperback
AI for Good: How Real People Are Using Artificial Intelligence to Fix Things That Matter
Tyrangiel, Josh
Hardcover
If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All
Soares, Nate
Yudkowsky, Eliezer
Hardcover
The Year in Tech, 2026: The Insights You Need from Harvard Business Review
Webb, Amy
Review, Harvard Business
Anthony, Scott D.
Paperback
Human Raised: Nurturing Connection, Curiosity & Lifelong Learning in the Age of AI
Suskind, Dana, MD
Hardcover
Hbr's 10 Must Reads on AI (with Bonus Article How to Win with Machine Learning by Ajay Agrawal, Joshua Gans, and AVI Goldfarb)
Review, Harvard Business
Davenport, Thomas H.
Iansiti, Marco
Paperback
The Agi Chronicles: The Inside Story of the Race to Create an Artificial Superintelligence
Roose, Kevin
Hardcover
A Giant Leap: How AI Is Transforming Healthcare and What That Means for Our Future
Wachter, Robert
Hardcover
The AI Con: How to Fight Big Tech's Hype and Create the Future We Want
Bender, Emily M.
Hanna, Alex
Hardcover
Generative Ai: The Insights You Need from Harvard Business Review
Review, Harvard Business
Mollick, Ethan
Cremer, David De
Paperback
CompTIA Network+ Certification All-in-One Exam Guide, Ninth Edition (Exam N10-009)
Weissman, Jonathan S.
Paperback
Fans First: Change The Game, Break the Rules & Create an Unforgettable Experience
Cole, Jesse
Paperback
AI Literacy in Any Class: Preparing Students to Thrive in an AI Future in Any Grade Level or Content Area
Miller, Matt
Paperback
Fundamentals of Data Engineering: Plan and Build Robust Data Systems
Reis, Joe
Housley, Matt
Paperback
Atlas of AI: Power, Politics, and the Planetary Costs of Artificial Intelligence
Crawford, Kate
Paperback
Minecraft: Guide Collection 4-Book Boxed Set (Updated): Survival (Updated), Creative (Updated), Redstone (Updated), Combat
Mojang Ab
The Official Minecraft Team
Hardcover
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Narayanan, Arvind
Kapoor, Sayash
Paperback
Python Crash Course, 3rd Edition: A Hands-On, Project-Based Introduction to Programming
Matthes, Eric
Paperback
We Are as Gods: A Survival Guide for the Age of Abundance
Diamandis, Peter H.
Kotler, Steven
Hardcover
The Eureka Machine: Why AI Is the Key to Unlocking a New Era of Scientific Discoveries
Socher, Richard
Hardcover
Hands-On Machine Learning with Scikit-Learn and Pytorch: Concepts, Tools, and Techniques to Build Intelligent Systems
Géron, Aurélien
Paperback
AI with Intention: Principles and Action Steps for Teachers and School Leaders
Frontier, Tony
Paperback
Human + Machine, Updated and Expanded: Reimagining Work in the Age of AI
Daugherty, Paul R.
Wilson, H. James
Hardcover
Artificial Intelligence: A Guide for Thinking Humans (with a New Preface)
Mitchell, Melanie
Paperback
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
Paperback
The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
Witt, Stephen
Hardcover
Hands-On Large Language Models: Language Understanding and Generation
Alammar, Jay
Grootendorst, Maarten
Paperback
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
Hardcover
Tubes: A Journey to the Center of the Internet with a New Introduction by the Author
Blum, Andrew
Paperback
CompTIA Tech+ Certification All-in-One Exam Guide, Third Edition (Exam FC0-U71)
Wempen, Faithe
Paperback
Fundamentals of Software Architecture: A Modern Engineering Approach
Richards, Mark
Ford, Neal
Paperback
AI Projects with Raspberry Pi: High-Performance Artificial Intelligence for Robotics, Security, Home Automation, and Vision
Hattersley, Lucy
Jepson, Brian
Paperback
AP Computer Science a Premium, 13th Edition: Prep Book with 6 Practice Tests + Comprehensive Review + Online Practice (2026)
Carman, Chris
Teukolsky, Roselyn, M. S.
Paperback
Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
The Official Minecraft Team
Mojang Ab
Paperback
Power and Prediction: The Disruptive Economics of Artificial Intelligence
Goldfarb, Avi
Agrawal, Ajay
Gans, Joshua
Hardcover
The Empty Center: Permission, Connection, and What We Build When the Future is Uncertain
Drumwright, Hayes
Paperback
AP Computer Science Principles Premium, 2027: 6 Practice Tests + Comprehensive Review + Online Practice
Reichelson, Seth
Paperback
Love Machines: How Artificial Intelligence Is Transforming Our Relationships
Muldoon, James
Hardcover
Minecraft: Roll for Adventure: The Temple of the Charged Creeper
Forbeck, Marty
Forbeck, Matt
Hardcover
You Look Like a Thing and I Love You: How Artificial Intelligence Works and Why It's Making the World a Weirder Place
Shane, Janelle
Paperback
AI Snake Oil: What Artificial Intelligence Can Do, What It Can't, and How to Tell the Difference
Kapoor, Sayash
Narayanan, Arvind
Hardcover
You to the Power of Two: Redefining Human Potential in the Age of Identic AI
Tapscott, Don
Bradley, Joseph
Hardcover
The Problem with Personalization: How Advertisers Learned to Make and Break Us from Ancient Times to the AI Age
Turow, Joseph
Hardcover
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Debois, Patrick
Kim, Gene
Humble, Jez
Paperback
The AI Ultimatum: Preparing for a World of Intelligent Machines and Radical Transformation
Brown, Steve
Hill, Paul
Paperback
Artificial Intelligence All-In-One for Dummies
Mueller, John Paul
Massaron, Luca
Minnick, Chris
Paperback
The Death of Expertise: The Campaign Against Established Knowledge and Why It Matters
Nichols, Tom
Paperback
Graphic Artists Guild Handbook, 17th Edition: Pricing & Ethical Guidelines
The Graphic Artists Guild
Paperback
The Fourth Intelligence Revolution: The Future of Espionage and the Battle to Save America
Vinci, Anthony
Hardcover
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications
Huyen, Chip
Paperback
RHCSA Red Hat Enterprise Linux 10: Training and Exam Preparation Guide (EX200), Fourth Edition
Ghori, Asghar
Paperback
AI for Educators: Learning Strategies, Teacher Efficiencies, and a Vision for an Artificial Intelligence Future
Miller, Matt
Paperback
More Human: How the Power of AI Can Transform the Way You Lead
Hougaard, Rasmus
Carter, Jacqueline
Hardcover
Building Applications with AI Agents: Designing and Implementing Multiagent Systems
Albada, Michael
Paperback
Microsoft 365 Excel All-In-One for Dummies
Alexander, Michael
Kusleika, Dick
Ringstrom, David H.
Paperback
The Technological Republic: Hard Power, Soft Belief, and the Future of the West
Karp, Alexander C.
Zamiska, Nicholas W.
Hardcover
The Coming Wave: Technology, Power, and the Twenty-First Century's Greatest Dilemma
Suleyman, Mustafa
Hardcover
Hbr's 10 Must Reads on Artificial Intelligence, Updated and Expanded (Featuring How AI Can Help Managers Think Through Problems by Elisa Farri and Gab
Review, Harvard Business
Davenport, Thomas H.
Agrawal, Ajay
Paperback
What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
Aguera Y. Arcas, Blaise
Paperback
The Experimentation Machine: Finding Product-Market Fit in the Age of AI
Bussgang, Jeffrey J.
Hardcover
Navigeren door het labyrint: Een handleiding voor het beheer van data
Sebastian-Coleman, Laura
Paperback
Comptia A+ Complete Study Guide, 2-Volume Set: Volume 1 Core 1 Exam 220-1201 and Volume 2 Core 2 Exam 220-1202
Docter, Quentin
Buhagiar, Jon
Paperback
Prediction Machines, Updated and Expanded: The Simple Economics of Artificial Intelligence
Goldfarb, Avi
Agrawal, Ajay
Gans, Joshua
Hardcover
R for Data Science: Import, Tidy, Transform, Visualize, and Model Data
Wickham, Hadley
Grolemund, Garrett
Cetinkaya-Rundel, Mine
Paperback
Laptops for Seniors in Easy Steps, 9th Edition: Covers All Laptops with the Windows 11 2024 Update
Vandome, Nick
Paperback
On the Future of Species: Authoring Life by Means of Artificial Biological Intelligence
Woolfson, Adrian
Hardcover