Object-Oriented Approach to Problem Solving and Machine Learning with Python

AvSujith Samuel Mathew,Mohammad Amin Kuhail

E-bok

Engelska, 2025

950 kr

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Beskrivning

This book is a comprehensive guide suitable for beginners and experienced developers alike. It teaches readers how to master object-oriented programming (OOP) with Python and use it in real-world applications.Start by solidifying your OOP foundation with clear explanations of core concepts such as use cases and class diagrams. This book goes beyond theory as you get practical examples with well-documented source code available in the book and on GitHub.This book doesn’t stop at the basics. Explore how OOP empowers fields such as data persistence, graphical user interfaces (GUIs), machine learning, and data science, including social media analysis. Learn about machine learning algorithms for classification, regression, and unsupervised learning, putting you at the forefront of AI innovation.Each chapter is designed for hands-on learning. You’ll solidify your understanding with case studies, exercises, and projects that apply your newfound knowledge to real-world scenarios. The progressive structure ensures mastery, with each chapter building on the previous one, reinforced by exercises and projects.Numerous code examples and access to the source code enhance your learning experience. This book is your one-stop shop for mastering OOP with Python and venturing into the exciting world of machine learning and data science.

Produktinformation

Utgivningsdatum:2025-05-12
Språk:Engelska
Filformat:EPUB
Kopieringsskydd:LCP
ISBN:9781040296103
Förlag:Taylor & Francis Ltd

Utforska kategorier

Programmeringsböcker inom Data och IT
Programspråk inom Data och IT
Artificiell intelligens inom Data och IT

Mer om författaren

Sujith Samuel Mathew holds a PhD in computer science from the University of Adelaide, Australia. He is an associate professor at Zayed University, UAE. He specializes in ubiquitous and distributed computing, focusing on the Internet of Things and related Smart City applications.Mohammad Amin Kuhail holds an MSc in software engineering from the University of York and a PhD in software development from IT University of Copenhagen. He is an associate professor at Zayed University, specializing in human–computer interaction and software engineering, and he researches chatbot technology, user behavior, and education.Maha Hadid holds an MSc in Information Sciences and Systems from the University of Marseille in France. She is an instructor at Zayed University, UAE, with experience in undergraduate courses and instructional design and delivery for blended and classroom-based courses.Shahbano Farooq holds an MSc in computer science from the University of Calgary. She is an instructor at Zayed University, UAE, specializing in human-computer interaction and machine learning.

Innehållsförteckning

Chapter 1 Introduction to Object-Oriented ProgrammingChapter 2 Python Data StructuresChapter 3 Exception HandlingChapter 4 Fundamentals of Object-Oriented AnalysisChapter 5 Fundamentals of Object-Oriented DesignChapter 6 File Handling, Object Serialization, and Data PersistenceChapter 7 Graphical User Interface with TkinterChapter 8 Machine Learning with PythonChapter 9 Natural Language Processing and Text Mining with PythonAppendix A Installing Python and Environment SetupAppendix B Choosing an IDEAppendix C Debugging Your Python ProgramAppendix D PEP Style Guide-Coding Standard and Conventions