Machine Learning & Python for Absolute Beginners: A Hands-On Guide to Python Programming and Machine Learning from Scratch

Oliver Theobald

Aug 2025 · Packt Publishing Ltd

About this ebook

A clear and beginner-focused guide to Python and ML fundamentals. Covers coding basics, OOP, and core machine learning methods in a friendly, structured format.Key Features

• A two-part structure combining Python basics and machine learning for seamless skill-building
• Logical progression designed to reduce learning friction and build strong conceptual clarity
• Hands-on practice with Jupyter notebooks and real datasets to reinforce every key concept taught

Book DescriptionStarting with Python syntax and data types, this guide builds toward implementing key machine learning models. Learn about loops, functions, OOP, and data cleaning, then transition into algorithms like regression, KNN, and neural networks. A final section walks you through model optimization and building projects in Python. The book is split into two major sections—foundational Python programming and introductory machine learning. Readers are guided through essential concepts such as data types, variables, control flow, object-oriented programming, and using libraries like pandas for data manipulation. In the machine learning section, topics like model selection, supervised vs unsupervised learning, bias-variance, and common algorithms are demystified with practical coding examples. It’s a structured, clear roadmap to mastering both programming and applied ML from zero knowledge.What you will learn

• Master Python syntax, variables, and basic data structures
• Build control flows using conditionals, loops, and functions
• Implement object-oriented concepts like classes and objects
• Analyze and clean datasets using pandas and Python tools
• Train supervised and unsupervised machine learning models
• Evaluate and optimize models for better prediction accuracy

Who this book is for

This book is perfect for beginners with little to no coding or data science background. It assumes no prior experience with Python or machine learning. Ideal for aspiring data analysts, tech learners, and students transitioning into AI and programming roles.

About the author

Oliver Theobald, a technical writer and best-selling author, excels in AI, fintech, and cloud computing. With global experience, he now resides between China and Japan, deepening his expertise in technology. As an instructor, Oliver emphasizes clarity and engagement, stripping away jargon to make complex topics accessible. His courses aim to empower both beginners and professionals with practical skills for success in the tech industry, making learning both effective and enjoyable.