Hands-On Image Processing with Python: Expert techniques for advanced image analysis and effective interpretation of image data
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Hands-On Image Processing with Python: Expert techniques for advanced image analysis and effective interpretation of image data
This book is designed to help you learn the core aspects of image processing, from essential concepts to code using the Python programming language.
Hands-On Image Processing with Python: Expert techniques for advanced image analysis and effective interpretation of image data
Nº de artículo: 13859461

Hands-On Image Processing with Python: Expert techniques for advanced image analysis and effective interpretation of image data

79% of respondents would recommend this to a friend

Nº de artículo: 13859461

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This book is designed to help you learn the core aspects of image processing, from essential concepts to code using the Python programming language.
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What Stands Out

Practical Techniques
Offers hands-on projects and practical techniques to make image processing accessible, enabling readers to apply concepts directly in real-world scenarios and solidify their learning.
Comprehensive Coverage
Covers a wide array of image processing topics, ensuring that both beginners and advanced users can find valuable insights, thus catering to a broad spectrum of learning needs.
Python Focused
Utilizes Python as the primary language for image processing, providing clear code examples and libraries, making it easier for developers to implement solutions efficiently and effectively.

Detalles de producto

Discover advanced image analysis methods and interpret image data effectively with our Hands-On Image Processing book. Visit Ubuy Bolivia for more!
  • Gain practical knowledge of image processing tasks using Python libraries
  • Explore classical techniques and recent advancements in image processing
  • Implement complex algorithms for image enhancement, filtering, segmentation, and object detection
  • Learn to extract features from images and implement supervised and unsupervised machine learning for image processing
  • Utilize deep learning models for image classification, segmentation, object detection, and style transfer
  • Address advanced problems in image processing such as image inpainting, gradient blending, and morphing
Publisher Packt Publishing
Publication date November 30, 2018
Language English
Print length 492 pages
ISBN-10 1789343739
ISBN-13 978-1789343731
Item Weight 1.85 pounds (840 grams)
Dimensions 7.5 x 1.11 x 9.25 inches (19.1 x 2.8 x 23.5 cm)

Who Should Buy?

Suitable For
  • Beginner Programmers

    Ideal for beginners wanting to learn image processing using Python with practical hands-on examples and clear explanations.

  • Students in Academics

    Perfect for students studying computer vision or image processing, providing useful exercises and projects to enhance learning.

  • Data Science Enthusiasts

    Data scientists looking to integrate image processing techniques into their work will find this guide invaluable for their projects.

Not Suitable For
  • Advanced Users

    Experienced image processing professionals may find the content too basic and lacking in advanced topics or techniques.

DESCRIPCIÓN DEL PRODUCTO

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Preguntas y respuestas de los clientes

  • Pregunta: What is the target audience for Hands-On Image Processing with Python?

    Respuesta: Hands-On Image Processing with Python is designed for aspiring data scientists, computer vision enthusiasts, and software developers who wish to enhance their image processing skills. It caters to both beginners looking to learn the basics and experienced programmers wanting to delve deeper into advanced techniques. By combining practical examples and theoretical concepts, this book provides readers with the knowledge to tackle real-world image analysis challenges. Whether you're working on projects in academia, industry, or personal interests, this resource will equip you with the foundational concepts and practical tools necessary for success.
  • Pregunta: What are the main topics covered in the book?

    Respuesta: The book covers essential topics such as image filtering, enhancement, segmentation, and feature extraction using Python libraries like OpenCV, NumPy, and Matplotlib. Additionally, it explores advanced techniques, including machine learning applications for image classification and object detection. Each chapter includes hands-on projects that reinforce the concepts. This comprehensive coverage ensures that readers gain a solid understanding of both fundamental and advanced image processing techniques, making it an invaluable resource for both practical applications and theoretical foundations.
  • Pregunta: Do I need prior programming knowledge to understand the book?

    Respuesta: While some familiarity with Python is beneficial, Hands-On Image Processing with Python is structured in a way that allows newcomers to grasp core concepts without feeling overwhelmed. The book starts with basic Python programming and gradually introduces image processing techniques, ensuring that readers can follow along. This approach makes it suitable for readers from varied backgrounds, enabling anyone with a keen interest in image processing to engage with the material. Practical coding examples provided throughout the book serve as a supportive learning tool.
  • Pregunta: How does this book differ from other image processing resources?

    Respuesta: Hands-On Image Processing with Python stands out due to its practical, project-based approach to learning. Many resources focus heavily on theory, but this book emphasizes hands-on application, allowing readers to directly apply what they learn to real-world problems. Additionally, it integrates modern libraries and tools that are widely used in the industry, ensuring readers are up to date with current practices. By combining theory, practical applications, and troubleshooting tips, this book empowers readers to gain confidence in their image processing capabilities.
  • Pregunta: What programming libraries will I learn to use?

    Respuesta: The book primarily focuses on popular Python libraries such as OpenCV for image processing, NumPy for numerical operations, and Matplotlib for data visualization. You will learn how to utilize these libraries for various tasks, including image manipulation, analysis, and visualization. This extensive focus equips you with the skills to implement sophisticated image processing techniques in your projects. By understanding these tools, you’ll be prepared to handle diverse challenges across fields like machine learning, computer vision, and data science.
  • Pregunta: Can this book be beneficial for professional applications?

    Respuesta: Absolutely! Hands-On Image Processing with Python is tailored to address both academic and professional needs. The practical projects included in the book mirror real-world scenarios, helping you apply your skills in work settings. Professionals in fields such as robotics, healthcare imaging, and machine learning can leverage the techniques learned to enhance their projects. With practical insights and applications given throughout the chapters, readers can bridge the gap between knowledge and implementation effectively.
  • Pregunta: Are there any prerequisites for using the book?

    Respuesta: There are minimal prerequisites for Hands-On Image Processing with Python; a basic understanding of Python programming and algebra is recommended. While prior knowledge of image processing concepts can be helpful, it is not essential. Each chapter introduces necessary background information along with tutorials that guide you through coding practices. This thoughtful progression ensures readers with varied backgrounds can thrive, as they build foundational knowledge while advancing to more complex techniques.
  • Pregunta: What kind of projects can I expect to complete?

    Respuesta: The book includes a variety of hands-on projects that allow readers to apply their learning to practical scenarios. These projects range from basic image transformations and filtering to complex applications like image classification and object detection using machine learning techniques. Each project is designed to reinforce the concepts introduced in the chapters while challenging your problem-solving skills. This engaging approach not only solidifies your understanding but also provides a portfolio of work that showcases your skills in image processing.
  • Pregunta: Is there online support or a community for users of the book?

    Respuesta: Yes, readers of Hands-On Image Processing with Python can often find support through online forums and communities focused on Python programming and image processing. Dedicated platforms like GitHub and Stack Overflow host discussions where readers can share ideas, troubleshoot issues, or seek advice on specific projects covered in the book. Engaging with such communities can enhance your learning experience, as you interact with others who share similar interests and objectives in image processing.
  • Pregunta: Where can I buy Hands-On Image Processing with Python?

    Respuesta: You can purchase Hands-On Image Processing with Python through Ubuy in Bolivia. Ubuy is a reliable online shopping platform that offers a wide selection of books and resources. The platform ensures an easy and straightforward buying experience, enabling users to find the book you need quickly and efficiently.

Computer Vision & Pattern Recognition Editorial Review

The book "Hands-On Image Processing with Python" offers basic tools and techniques of image processing, enhancement and manipulation, but most of it is just a printout of Python code, which is poorly explained and commented. The book presents techniques without an explanation of how they can be applied to image processing or what the tools themselves do. The author leaves it to the readers to find out which tool fits their use case and how to tune the parameters in a useful way, which is not ideal for a textbook. The text is poorly edited, unstructured, and sometimes confusing. The book provides a comprehensive collection of Python code for image processing but little more than what can be found online. The book might be useful for those who want to follow the examples in the book on their laptops, and it provides a starting point to look for real explanations and useful discussions in the internet.

Customer Reviews & Ratings

18 valoraciones de los clientes
  • 5 estrella
    45%
  • 4 estrella
    20%
  • 3 estrella
    14%
  • 2 estrella
    7%
  • 1 estrella
    14%

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ventajas

  • Offers basic tools and techniques of image processing, enhancement, and manipulation
  • Provides a comprehensive collection of Python code

Contras

  • Most parts of the book are a printout of Python code, which is poorly explained and commented

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características y beneficios

  • Master the core concepts of image processing with Python
  • Explore image processing libraries such as PIL, scikit-image and scipy ndimage
  • Implement complex image processing algorithms with Python 3
  • Learn machine learning models and deep convolutional neural networks (CNNs) for object detection and style transfer
  • Ideal for computer vision engineers and machine learning developers well-versed in Python programming
  • No prior knowledge of image processing techniques required

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