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- Machine Learning for OpenCV 4. Intelligent algorithms for building image processing apps using OpenCV 4, Python, and scikit-learn - Second Edition
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Machine Learning for OpenCV 4. Intelligent algorithms for building image processing apps using OpenCV 4, Python, and scikit-learn - Second Edition
Aditya Sharma, Vishwesh Ravi Shrimali, Michael Beyeler
Ebook
OpenCV is an opensource library for building computer vision apps. The latest release, OpenCV 4, offers a plethora of features and platform improvements that are covered comprehensively in this up-to-date second edition.
You'll start by understanding the new features and setting up OpenCV 4 to build your computer vision applications. You will explore the fundamentals of machine learning and even learn to design different algorithms that can be used for image processing. Gradually, the book will take you through supervised and unsupervised machine learning. You will gain hands-on experience using scikit-learn in Python for a variety of machine learning applications. Later chapters will focus on different machine learning algorithms, such as a decision tree, support vector machines (SVM), and Bayesian learning, and how they can be used for object detection computer vision operations. You will then delve into deep learning and ensemble learning, and discover their real-world applications, such as handwritten digit classification and gesture recognition. Finally, you’ll get to grips with the latest Intel OpenVINO for building an image processing system.
By the end of this book, you will have developed the skills you need to use machine learning for building intelligent computer vision applications with OpenCV 4.
You'll start by understanding the new features and setting up OpenCV 4 to build your computer vision applications. You will explore the fundamentals of machine learning and even learn to design different algorithms that can be used for image processing. Gradually, the book will take you through supervised and unsupervised machine learning. You will gain hands-on experience using scikit-learn in Python for a variety of machine learning applications. Later chapters will focus on different machine learning algorithms, such as a decision tree, support vector machines (SVM), and Bayesian learning, and how they can be used for object detection computer vision operations. You will then delve into deep learning and ensemble learning, and discover their real-world applications, such as handwritten digit classification and gesture recognition. Finally, you’ll get to grips with the latest Intel OpenVINO for building an image processing system.
By the end of this book, you will have developed the skills you need to use machine learning for building intelligent computer vision applications with OpenCV 4.
- 1. A Taste of Machine Learning
- 2. Working with Data in OpenCV
- 3. First Steps in Supervised Learning
- 4. Representing Data and Engineering Features
- 5. Using Decision Trees to Make a Medical Diagnosis
- 6. Detecting Pedestrians with Support Vector Machines
- 7. Implementing a Spam Filter with Bayesian Learning
- 8. Discovering Hidden Structures with Unsupervised Learning
- 9. Using Deep Learning to Classify Handwritten Digits
- 10. Ensemble Methods for Classification
- 11. Selecting the Right Model with Hyperparameter Tuning
- 12. Using OpenVINO with OpenCV
- 13. Conclusion
- Title: Machine Learning for OpenCV 4. Intelligent algorithms for building image processing apps using OpenCV 4, Python, and scikit-learn - Second Edition
- Author: Aditya Sharma, Vishwesh Ravi Shrimali, Michael Beyeler
- Original title: Machine Learning for OpenCV 4. Intelligent algorithms for building image processing apps using OpenCV 4, Python, and scikit-learn - Second Edition
- ISBN: 9781789537192, 9781789537192
- Date of issue: 2019-09-06
- Format: Ebook
- Item ID: e_2axf
- Publisher: Packt Publishing