Sign-In
Cart
Machine Learning for Beginners: A Practical Introduction to Training Predictive Models
Paperback
Publisher: Independently Published
Published: Jul 23 2026
Pages: 206
Weight: 0.56
Height: 0.52 Width: 6.00 Depth: 9.00
Language: English
You've heard that data can predict prices, identify risks, spot patterns, and support better decisions. But how does that actually work?
Machine Learning for Beginners gives you a clear, hands-on path from raw data to useful predictions. It explains the process in simple language, helping you understand what each step does and why it matters.
Inside, you'll discover how to:
- Prepare messy datasets for analysis
- Work with numerical and categorical information
- Choose suitable regression and classification algorithms
- Divide data correctly for development and evaluation
- Measure accuracy, precision, recall, and other useful results
- Recognize overfitting and weak performance
- Improve features and tune important settings
- Compare different approaches fairly
- Interpret predictions instead of blindly trusting them
- Turn experiments into repeatable projects
You'll work through realistic examples involving price estimation, customer behaviour, risk detection, and category prediction. Each concept is introduced gradually, with practical explanations that connect the code to the problem being solved.
No advanced mathematics or previous data science experience is required. The goal is not simply to make an algorithm run. It is to help you understand the information, question the results, and decide whether a prediction is genuinely useful.
Whether you're a student, analyst, programmer, researcher, or curious newcomer, this book will give you the foundation needed to begin creating dependable data-driven solutions with confidence.
Also from
Halstead, Corin
Camera Vision for Drones: Build Detection, Tracking, and Landing Workflows with Practical Image-Processing Methods
Halstead, Corin
Paperback
The Cloud Compass: An Absolute Beginner's Guide to Understanding Cloud Computing, AWS, Azure, and Google Cloud
Halstead, Corin
Paperback
Drone Software Stack Explained: Understand How Firmware, Sensors, Commands, and Mission Apps Work Together
Halstead, Corin
Paperback
Drone Communication Protocols: Understand telemetry, commands, heartbeats, and link failures before they cause risk.
Halstead, Corin
Paperback
Drone Autonomy with Practical Code: Build safer missions in simulation before testing them in real flight.
Halstead, Corin
Paperback
Network Security from Scratch: A Beginner's Guide to Firewalls, VPNs, and Building a Secure Home and Office Network
Halstead, Corin
Paperback
The Asynchronous Mind: Mastering Promises, Async/Await, and Modern Concurrency in JavaScript
Halstead, Corin
Paperback
The Responsive Revolution: Learn Modern CSS, Flexbox, and Grid to Build Stunning, Mobile-First Websites from Scratch
Halstead, Corin
Paperback
Beyond console.log(): A Practical Guide to JavaScript Functions, Objects, and Arrays for Aspiring Developers
Halstead, Corin
Paperback
DOMination: The Definitive Guide to Manipulating the DOM and Building Interactive Web Pages with Vanilla JavaScript
Halstead, Corin
Paperback
Lua Game Project Lab for Beginners: Build Small Games, Mods, and Interactive Systems
Halstead, Corin
Paperback
AI for Drone Decisions: Use lightweight models carefully for perception, planning, and safer autonomy
Halstead, Corin
Paperback
UAV Flight Control for Beginners: Learn the software decisions behind stable and reliable autonomous aircraft
Halstead, Corin
Paperback
Practical UAV Algorithms: Improve path planning, telemetry handling, and mission performance without overpromising results
Halstead, Corin
Paperback
Long-Range Sensor Networks: Build private monitoring systems for farms, homes, and remote assets
Halstead, Corin
Paperback
Drone Cybersecurity Field Guide: Reduce common risks in signals, firmware, networks, and ground-control workflows
Halstead, Corin
Paperback
Aerial Robot Simulation: Test navigation, sensors, and mission logic before flying
Halstead, Corin
Paperback
REST API Security for Developers: Protect Data in Transit with Clearer Authentication, Encryption, and Error Handling
Halstead, Corin
Paperback
Drone Mission Planning: Create Safer Waypoint, Mapping, Inspection, and Recovery Workflows
Halstead, Corin
Paperback
Secure Drone Communication: Protect Telemetry and Command Links from Interference, Spoofing, and Poor Error Handling
Halstead, Corin
Paperback
Modern Aerial Robotics: Build a safer drone software stack from simulation to field testing
Halstead, Corin
Paperback
Smart Home Mesh Networks: Improve Device Reliability by Planning Signal Coverage, Routes, and Power Placement
Halstead, Corin
Paperback
JavaScript from Scratch: The Ultimate Beginner's Guide to Learning Modern JavaScript (ES6+) Through Real-World Projects
Halstead, Corin
Paperback
The Hacker's Mindset: An Introduction to Ethical Hacking and Penetration Testing for Absolute Beginners
Halstead, Corin
Paperback
AWS for the Absolute Beginner: Your Step-by-Step, Jargon-Free Introduction to the Amazon Web Services Ecosystem
Halstead, Corin
Paperback
The Azure Advantage: A Practical Guide for Developers to Build, Deploy, and Scale Applications on Microsoft Azure
Halstead, Corin
Paperback
Beyond JavaScript: A JavaScript Developer's Fast-Track Guide to Adopting and Mastering TypeScript
Halstead, Corin
Paperback
The Type-Safe Code: Mastering TypeScript from the Ground Up, from Basic Types to Advanced Generics and Decorators
Halstead, Corin
Paperback
TypeScript and React: A Project-Based Guide to Building Robust, Scalable, and Maintainable Front-End Applications
Halstead, Corin
Paperback
Aerial Photography Basics: Composition and Settings for Capturing Stunning Drone Images
Halstead, Corin
Paperback
Smart Home Interoperability: Make Mixed Devices Work Together with Clearer Planning, Naming, and Automation Rules
Halstead, Corin
Paperback
Rust Programming Blueprint for Beginners: Learn Memory-Safe Coding Through Practical Projects
Halstead, Corin
Paperback
Defold Game Development Operations Manual for Beginners: Build Lightweight 2D Games with Lua
Halstead, Corin
Paperback
Applied Machine Learning: Solving Real-World Problems with Regression and Classification
Halstead, Corin
Paperback
Autonomous Drone Projects: Build complete workflows for sensing, planning, testing, and controlled flight
Halstead, Corin
Paperback
Companion Computer Drones: Add onboard logic, telemetry checks, and mission apps without losing safety control
Halstead, Corin
Paperback
Edge Intelligence for Aerial Robots: Run small models near the aircraft while respecting power and latency limits
Halstead, Corin
Paperback
Drone SLAM and Mapping: Build safer mapping workflows with sensors, logs, and simulation tests
Halstead, Corin
Paperback
Robot Middleware for Drones: Connect sensors, maps, control logic, and flight software in a clear architecture
Halstead, Corin
Paperback
Drone Mapping Automation: Plan image capture, organize flight logs, and prepare reliable mapping data
Halstead, Corin
Paperback
Home IoT Projects: Connect sensors, messages, dashboards, and alerts in practical weekend builds
Halstead, Corin
Paperback
Drone Navigation Systems: Plan movement, manage coordinates, and reduce errors in autonomous flight
Halstead, Corin
Paperback
Functional TypeScript: Applying Functional Concepts within a Strictly Typed Environment
Halstead, Corin
Paperback
Drone Failsafe Engineering: Design responses for low battery, position drift, link loss, and emergency landing
Halstead, Corin
Paperback
Flight Controller Integration: Connect Mission Code to Sensors, Commands, and Safety Checks
Halstead, Corin
Paperback
Drone Scripting Fundamentals: Read telemetry, control missions, and handle flight errors with confidence
Halstead, Corin
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
Bertot, Yves
Castéran, Pierre
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
If Anyone Builds It, Everyone Dies: Why Superhuman AI Would Kill Us All
Yudkowsky, Eliezer
Soares, Nate
Hardcover
AI for Good: How Real People Are Using Artificial Intelligence to Fix Things That Matter
Tyrangiel, Josh
Hardcover
The Year in Tech, 2026: The Insights You Need from Harvard Business Review
Anthony, Scott D.
Webb, Amy
Review, Harvard Business
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
Hanna, Alex
Bender, Emily M.
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
Housley, Matt
Reis, Joe
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
Kapoor, Sayash
Narayanan, Arvind
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
Kotler, Steven
Diamandis, Peter H.
Hardcover
The Eureka Machine: Why AI Is the Key to Unlocking a New Era of Scientific Discoveries
Socher, Richard
Hardcover
AI with Intention: Principles and Action Steps for Teachers and School Leaders
Frontier, Tony
Paperback
Hands-On Machine Learning with Scikit-Learn and Pytorch: Concepts, Tools, and Techniques to Build Intelligent Systems
Géron, Aurélien
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
The Thinking Machine: Jensen Huang, Nvidia, and the World's Most Coveted Microchip
Witt, Stephen
Hardcover
The Black Swan: Second Edition: The Impact of the Highly Improbable: With a New Section: On Robustness and Fragility
Taleb, Nassim Nicholas
Paperback
Hands-On Large Language Models: Language Understanding and Generation
Alammar, Jay
Grootendorst, Maarten
Paperback
Embedded Systems with ARM Cortex-M Microcontrollers in Assembly Language and C: Fourth Edition
Zhu, Yifeng
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
Ford, Neal
Richards, Mark
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)
Teukolsky, Roselyn, M. S.
Carman, Chris
Paperback
Minecraft: Exploded Builds: Medieval Fortress: An Official Mojang Book
Mojang Ab
The Official Minecraft Team
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
Bradley, Joseph
Tapscott, Don
Hardcover
The Devops Handbook, 2nd Edition: How to Create World-Class Agility, Reliability, & Security in Technology Organizations
Kim, Gene
Humble, Jez
Debois, Patrick
Paperback
The Problem with Personalization: How Advertisers Learned to Make and Break Us from Ancient Times to the AI Age
Turow, Joseph
Hardcover
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
Minnick, Chris
Mueller, John Paul
Massaron, Luca
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
Microsoft 365 Excel All-In-One for Dummies
Ringstrom, David H.
Alexander, Michael
Kusleika, Dick
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
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
The Experimentation Machine: Finding Product-Market Fit in the Age of AI
Bussgang, Jeffrey J.
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
Agrawal, Ajay
Review, Harvard Business
Davenport, Thomas H.
Paperback
What Is Intelligence?: Lessons from AI about Evolution, Computing, and Minds
Aguera Y. Arcas, Blaise
Paperback
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