Hands-on ML Projects with OpenCV: Master Computer Vision and Machine Learning using OpenCV and Python

Mugesh S.

Sinossi

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 DescriptionThis book is an in-depth guide that merges machine learning techniques with OpenCV, the most popular computer vision library, using Python. The book introduces fundamental concepts in machine learning and computer vision, progressing to practical implementation with OpenCV. Concepts related to image preprocessing, contour and thresholding techniques, motion detection and tracking are explained in a step-by-step manner using code and output snippets. 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. 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 ContentsChapter 1: Getting Started With OpenCV Chapter 2: Basic Image & Video Analytics in OpenCVChapter 3: Image Processing 1 using OpenCVChapter 4:  Image Processing 2 using OpenCVChapter 5: Thresholding and Contour Techniques Using OpenCV Chapter 6: Detect Corners and Road Lane using OpenCVChapter 7: Object And Motion Detection Using OpencvChapter 8: Image Segmentation and Detecting Faces Using OpenCVChapter 9: Introduction to Deep Learning with OpenCVChapter 10: Advance Deep Learning Projects with OpenCVChapter 11: Deployment of OpenCV projects

Disponibile da: 11/02/2025.

Lunghezza di stampa: 336 pagine.

Scienze e tecnologia

Altri libri che potrebbero interessarti

Fundamentals of Quantum...

Mark Hedges

Quantum mechanics is a fundamental branch of physics that describes the behavior of matter and energy at the smallest scales, such as atoms and subatomic particles. Unlike classical mechanics, which governs macroscopic objects, quantum mechanics introduces concepts that challenge our everyday intuition, including wave-particle duality, superposition, and uncertainty. These principles form the foundation of modern physics and have led to numerous technological advancements, including semiconductors, lasers, and quantum computing. 
The origins of quantum mechanics can be traced back to the early 20th century when classical physics failed to explain certain experimental observations. One of the earliest challenges was black-body radiation, which classical theories could not accurately describe. Max Planck introduced the idea of quantized energy levels, proposing that energy is emitted and absorbed in discrete packets called "quanta." This marked the birth of quantum theory. Soon after, Albert Einstein extended this idea by explaining the photoelectric effect, demonstrating that light itself behaves as both a particle and a wave. This dual nature of light and matter became one of the defining principles of quantum mechanics.

Mostra libro

Antisocial Network The: Book...

Alexander Pike

This content is an independent and unofficial summary created for informational and educational purposes only. It is not affiliated with, authorized, approved, licensed, or endorsed by the original author or publisher. All rights to the original work belong to its respective copyright holders. This summary is not intended to substitute the original book, but to offer a concise overview and interpretation of its main ideas.
 

“The Antisocial Network” unveils the untold story of a clandestine online marketplace that traded in anonymity, encrypted currencies, and revolutionary cryptographic protocols. You’ll journey from the earliest code commits—when a handful of idealistic developers sketched out a censorship-resistant bazaar—to high-stakes arms races with law enforcement and international crackdowns. Through rapid prototyping rituals, robust blameless post-mortems, and governance councils that balanced freedom with security, this narrative offers productivity-focused professionals a blueprint for thriving amid chaos: automate core operations, empower small autonomous teams, embed security as code, and build transparent processes that turn crises into catalysts for innovation. Dynamic and motivational, this audiobook equips you to build resilient organizations that harness disruption rather than fear it—delivering products and services that endure in any environment.

Mostra libro

Digital Design - Principles and...

Craig Dames

Digital design is an essential field that shapes the way we interact with technology today. It refers to the process of creating visual content and interfaces using digital tools. With the rapid advancement of technology, digital design has become an integral part of various industries, from web development and mobile applications to graphic design and user experience (UX) design. Understanding the foundations of digital design is crucial for anyone who aims to create meaningful and engaging digital experiences.
The evolution of digital design tools has greatly impacted the profession. In the early days of digital design, tools like Adobe Photoshop and Illustrator were primarily used for static designs, such as graphics and layouts. However, with the rise of user-centered design principles and the need for interactivity, new tools have emerged. Programs such as Sketch, Figma, and Adobe XD are now widely used for UI/UX design, providing designers with the capability to create wireframes, prototypes, and high-fidelity designs in collaborative environments. These tools allow designers to visualize their concepts in real-time and ensure that the final product meets the users' needs and expectations.
One of the most important aspects of digital design is its impact on modern technology. From the moment a user opens a website or app, they interact with a design that was carefully crafted to create a seamless and engaging experience. Digital design plays a significant role in influencing how users perceive and navigate through digital spaces. Good design enhances usability, encourages interaction, and helps users accomplish their goals efficiently. Poor design, on the other hand, can frustrate users and drive them away, making it crucial for designers to understand both the aesthetic and functional aspects of their work.

Mostra libro

I Flew Into The Cuckoo's Nest -...

Christopher Ford

A hilarious personal account from within the walls of the asylum.  
Unbelievably true stories that will make you laugh out loud while wincing at the shocking detail. This book will leave you wondering how society can be so seriously messed up, and how collective minds have malfunctioned. Not just for those with mental disorders, but those supposedly treating the afflicted. 
This is definitely not a recruitment advert for mental health nursing. 
This is a hard-hitting reality show. As the author says, “It’s a warts and all” account — meaning not just the warts but also the halitosis, the skid marks, and more. A pig wearing lipstick is still a pig; you cannot sugarcoat reality. 
Your jaw will drop often, but it will be exercised with laughter throughout.

Mostra libro

The Shortest History of Sex -...

David Baker, Simon Whistler

From the first microbial exchanges of DNA to Tinder and sexbots, how did sex begin, and how did it evolve to be so varied and complex in humans? What influence do our genetic ancestors have on our current love lives? And what might sex look like in the future? 
 
 
 
With acuity, humor, and respect for human diversity, The Shortest History of Sex reveals where the many facets of our sexuality—chemical, anatomical, behavioral, social—come from. Chasing down our evolutionary family tree, from the first aquatic creatures to primate societies, David Baker sheds light on our baffling array of passions, impulses, and fetishes, and guides us toward a clear understanding of one of the deepest, most abiding forces of human nature. 
 
 
 
The Shortest History of Sex also charts how sex changed for humans across the foraging, agrarian, and modern eras, showing how, even as our biology and sexual instincts have remained the same, the current nature of our sex lives has no historical or evolutionary precedent. 
 
 
 
The result is a revealing, utterly unique insight into history and human behavior—and the profound forces of nature and nurture compelling our most intimate relationships.

Mostra libro

The Spice Ports - Mapping the...

Nicholas Nugent

We may think of "globalism" as a recent development but its origins date back to the fifteenth century and beyond, when seafarers pioneered routes across the oceans with the objectives of exploration, trade, and profit. These voyages only became possible after certain technical innovations—improvements in ship design, compasses, and mapping—enabled navigation across unprecedented distances. The mariners' embarkation points were the vibrant ports of the West—Venice, Amsterdam, Lisbon—and their destinations the exotic ports of the East—Malacca, Goa, Bombay—where they tracked down the elusive spices, so much in demand by Western palates. 
 
 
 
This development of maritime communication brought benefits apart from culinary delights: the spread of ideas on art, literature, and science. But it was not necessarily beneficial for everyone concerned: colonial ambitions were often disastrous for local populations, who were frequently exploited as slave plantation labor. 
 
 
 
This wide-ranging account of a fascinating period of global history uses original maps and contemporary artists' views to tell the story of how each port developed individually while also encouraging us to consider contrasting points of view of the benefits and the damages of the maritime spice trade.

Mostra libro