Hands-On Ml Projects with OpenCV
Language: English
Published by Orange Education Pvt Ltd, IN, 2023
Series: Book 1 of 1 - Machine Learning Engineer (OpenCV) — Focused Path
- Softcover
- New
Seller: Rarewaves.com USA, London, London, United KingdomRarewaves.com USA
AbeBooks seller since June 11, 2025
Condition: New
£ 37.11
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Add to basketSeller Inventory # LU-9789388590877
- Title
- Hands-On Ml Projects with OpenCV
- Author
- Mugesh S.
- Publisher
- Orange Education Pvt Ltd, IN
- Publication year
- 2023
- Condition
- New
- Binding
- Paperback
- Language
- English
- ISBN 10
- 9388590872
- ISBN 13
- 9789388590877
- Series
- Book 1 of 1: Machine Learning Engineer (OpenCV) — Focused Path
Be at your A game in building Intelligent systems by leveraging Computer vision and Machine Learning.
Key Features
● Step-by-step instructions and code snippets for real world ML projects.
● Covers entire spectrum from basics to advanced concepts such as deep learning, transfer learning, and model optimization
● Loaded with practical tips and best practices for implementing machine learning with OpenCV for optimising your workflow.
Book Description
Hands-on projects with real-world datasets will offer you an invaluable experience in solving OpenCV challenges with machine learning. It’s an ultimate guide to explore areas like deep learning, transfer learning, and model optimization, empowering readers to tackle complex tasks. Every chapter offers practical tips and tricks to build effective ML models.
By the end, you would have mastered and applied ML concepts confidently to real-world computer vision problems and will be able to develop robust and accurate machine-learning models for diverse applications.
Whether you are new to machine learning or seeking to enhance your computer vision skills, This book is an invaluable resource for mastering the integration of machine learning and computer vision using OpenCV and Python.
What you will learn
● Learn how to work with images and perform basic image processing tasks using OpenCV.
● Implement machine learning techniques to computer vision tasks such as image classification, object detection, and image segmentation.
● Work on real-world projects and datasets to gain hands-on experience in applying machine learning techniques with OpenCV.
● Explore the concepts of deep learning using Tensorflow and Keras and how it can be used for computer vision tasks.
● Understand the concept of transfer learning and how pre-trained models can be leveraged for new tasks.
● Utilize techniques for model optimization and deployment in resource-constrained environments.
Who is this book for?
This book is for everyone with a basic understanding of programming and who wants to apply machine learning in computer vision using OpenCV and Python. Whether you're a student, researcher, or developer, this book will equip you with practical skills for machine learning projects. Some familiarity with Python and machine learning concepts is assumed.
Table of Contents
Chapter 1: Getting Started With OpenCV
Chapter 2: Basic Image & Video Analytics in OpenCV
Chapter 3: Image Processing 1 using OpenCV
Chapter 4: Image Processing 2 using OpenCV
Chapter 5: Thresholding and Contour Techniques Using OpenCV
Chapter 6: Detect Corners and Road Lane using OpenCV
Chapter 7: Object And Motion Detection Using Opencv
Chapter 8: Image Segmentation and Detecting Faces Using OpenCV
Chapter 9: Introduction to Deep Learning with OpenCV
Chapter 10: Advance Deep Learning Projects with OpenCV
Chapter 11: Deployment of OpenCV projects
About the Author
Mugesh S. works as a Data Scientist at Infosys, with a passion for leveraging data-driven insights to tackle complex challenges and drive business success. He is an engineering graduate who completed the PG program in Data Science and Engineering, as well as a Master’s in Mathematics and Data Science, to deepen his understanding of the intricacies of data analytics.
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