The Practical Vision

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Practical Machine Learning for Computer Vision

Author : Valliappa Lakshmanan
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098102339
Total Pages : 481 pages
Book Rating : 4.0/5 (981 download)

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Book Synopsis Practical Machine Learning for Computer Vision by : Valliappa Lakshmanan

Download or read book Practical Machine Learning for Computer Vision written by Valliappa Lakshmanan and published by "O'Reilly Media, Inc.". This book was released on 2021-07-21 with total page 481 pages. Available in PDF, EPUB and Kindle. Book excerpt: This practical book shows you how to employ machine learning models to extract information from images. ML engineers and data scientists will learn how to solve a variety of image problems including classification, object detection, autoencoders, image generation, counting, and captioning with proven ML techniques. This book provides a great introduction to end-to-end deep learning: dataset creation, data preprocessing, model design, model training, evaluation, deployment, and interpretability. Google engineers Valliappa Lakshmanan, Martin Görner, and Ryan Gillard show you how to develop accurate and explainable computer vision ML models and put them into large-scale production using robust ML architecture in a flexible and maintainable way. You'll learn how to design, train, evaluate, and predict with models written in TensorFlow or Keras. You'll learn how to: Design ML architecture for computer vision tasks Select a model (such as ResNet, SqueezeNet, or EfficientNet) appropriate to your task Create an end-to-end ML pipeline to train, evaluate, deploy, and explain your model Preprocess images for data augmentation and to support learnability Incorporate explainability and responsible AI best practices Deploy image models as web services or on edge devices Monitor and manage ML models

Build a Better Vision Statement

Author : Shelley A. Kirkpatrick
Publisher : Rowman & Littlefield
ISBN 13 : 1498539432
Total Pages : 175 pages
Book Rating : 4.4/5 (985 download)

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Book Synopsis Build a Better Vision Statement by : Shelley A. Kirkpatrick

Download or read book Build a Better Vision Statement written by Shelley A. Kirkpatrick and published by Rowman & Littlefield. This book was released on 2016-07-13 with total page 175 pages. Available in PDF, EPUB and Kindle. Book excerpt: Build a Better Vision Statement summarizes scientific research, along with advice from thirty entrepreneurs and CEOs of well-known and award winning companies, on how to write, communicate, and implement an effective vision statement. This book contains dozens of company vision statements along with stories from entrepreneurs and CEOs describing how and why they created their vision statements. Several decades of studies have demonstrated the profound impact that a vision statement can have on a company’s performance and growth, but only if the vision statement reflects certain characteristics. Build a Better Vision Statement presents proven principles for writing a motivational vision statement and offers guidance to company leaders about when and how to write a vision statement. Build a Better Vision Statement is a must-have for any business leader or entrepreneur looking for a low-cost, high-impact, proven approach for growing their business.

The Vision Driven Leader

Author : Michael Hyatt
Publisher : Baker Books
ISBN 13 : 1493409557
Total Pages : 256 pages
Book Rating : 4.4/5 (934 download)

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Book Synopsis The Vision Driven Leader by : Michael Hyatt

Download or read book The Vision Driven Leader written by Michael Hyatt and published by Baker Books. This book was released on 2020-03-31 with total page 256 pages. Available in PDF, EPUB and Kindle. Book excerpt: Having a clear, compelling vision--and getting buy-in from your team--is essential to effective leadership. If you don't know where you're going, how on earth will you get there? But how do you craft that vision? How do you get others on board? And how do you put that vision into practice at every level of your organization? In The Vision Driven Leader, New York Times bestselling author Michael Hyatt offers six tools for crafting an irresistible vision for your business, rallying your team around the vision, and distilling it into actionable plans that drive results. Based on Michael's 40 years of experience as an entrepreneur and executive, backed by insights from organizational science and psychology, and illustrated by case studies and stories from multiple industries, The Vision Driven Leader takes you step-by-step from why to what and then how. Your business will never be the same.

A Practical Introduction to Computer Vision with OpenCV

Author : Kenneth Dawson-Howe
Publisher : John Wiley & Sons
ISBN 13 : 111884873X
Total Pages : 319 pages
Book Rating : 4.1/5 (188 download)

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Book Synopsis A Practical Introduction to Computer Vision with OpenCV by : Kenneth Dawson-Howe

Download or read book A Practical Introduction to Computer Vision with OpenCV written by Kenneth Dawson-Howe and published by John Wiley & Sons. This book was released on 2014-03-20 with total page 319 pages. Available in PDF, EPUB and Kindle. Book excerpt: Explains the theory behind basic computer vision and provides a bridge from the theory to practical implementation using the industry standard OpenCV libraries Computer Vision is a rapidly expanding area and it is becoming progressively easier for developers to make use of this field due to the ready availability of high quality libraries (such as OpenCV 2). This text is intended to facilitate the practical use of computer vision with the goal being to bridge the gap between the theory and the practical implementation of computer vision. The book will explain how to use the relevant OpenCV library routines and will be accompanied by a full working program including the code snippets from the text. This textbook is a heavily illustrated, practical introduction to an exciting field, the applications of which are becoming almost ubiquitous. We are now surrounded by cameras, for example cameras on computers & tablets/ cameras built into our mobile phones/ cameras in games consoles; cameras imaging difficult modalities (such as ultrasound, X-ray, MRI) in hospitals, and surveillance cameras. This book is concerned with helping the next generation of computer developers to make use of all these images in order to develop systems which are more intuitive and interact with us in more intelligent ways. Explains the theory behind basic computer vision and provides a bridge from the theory to practical implementation using the industry standard OpenCV libraries Offers an introduction to computer vision, with enough theory to make clear how the various algorithms work but with an emphasis on practical programming issues Provides enough material for a one semester course in computer vision at senior undergraduate and Masters levels Includes the basics of cameras and images and image processing to remove noise, before moving on to topics such as image histogramming; binary imaging; video processing to detect and model moving objects; geometric operations & camera models; edge detection; features detection; recognition in images Contains a large number of vision application problems to provide students with the opportunity to solve real problems. Images or videos for these problems are provided in the resources associated with this book which include an enhanced eBook

Radical Prince

Author : David Lorimer
Publisher :
ISBN 13 : 9780863154638
Total Pages : 272 pages
Book Rating : 4.1/5 (546 download)

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Book Synopsis Radical Prince by : David Lorimer

Download or read book Radical Prince written by David Lorimer and published by . This book was released on 2004 with total page 272 pages. Available in PDF, EPUB and Kindle. Book excerpt: An overview of Prince Charles' philosophy, including his ideas on ecology, organic agriculture, holistic health, religion, architecture, and education.

Practical Guide to Machine Vision Software

Author : Kye-Si Kwon
Publisher : John Wiley & Sons
ISBN 13 : 3527684115
Total Pages : 290 pages
Book Rating : 4.5/5 (276 download)

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Book Synopsis Practical Guide to Machine Vision Software by : Kye-Si Kwon

Download or read book Practical Guide to Machine Vision Software written by Kye-Si Kwon and published by John Wiley & Sons. This book was released on 2014-11-17 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: For both students and engineers in R&D, this book explains machine vision in a concise, hands-on way, using the Vision Development Module of the LabView software by National Instruments. Following a short introduction to the basics of machine vision and the technical procedures of image acquisition, the book goes on to guide readers in the use of the various software functions of LabView's machine vision module. It covers typical machine vision tasks, including particle analysis, edge detection, pattern and shape matching, dimension measurements as well as optical character recognition, enabling readers to quickly and efficiently use these functions for their own machine vision applications. A discussion of the concepts involved in programming the Vision Development Module rounds off the book, while example problems and exercises are included for training purposes as well as to further explain the concept of machine vision. With its step-by-step guide and clear structure, this is an essential reference for beginners and experienced researchers alike.

Practical Computer Vision with SimpleCV

Author : Kurt Demaagd
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1449320368
Total Pages : 255 pages
Book Rating : 4.4/5 (493 download)

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Book Synopsis Practical Computer Vision with SimpleCV by : Kurt Demaagd

Download or read book Practical Computer Vision with SimpleCV written by Kurt Demaagd and published by "O'Reilly Media, Inc.". This book was released on 2012 with total page 255 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learn how to build your own computer vision (CV) applications quickly and easily with SimpleCV, an open source framework written in Python. Through examples of real-world applications, this hands-on guide introduces you to basic CV techniques for collecting, processing, and analyzing streaming digital images. You'll then learn how to apply these methods with SimpleCV, using sample Python code. All you need to get started is a Windows, Mac, or Linux system, and a willingness to put CV to work in a variety of ways. Programming experience is optional. Capture images from several sources, including webcams, smartphones, and Kinect Filter image input so your application processes only necessary information Manipulate images by performing basic arithmetic on pixel values Use feature detection techniques to focus on interesting parts of an image Work with several features in a single image, using the NumPy and SciPy Python libraries Learn about optical flow to identify objects that change between two image frames Use SimpleCV's command line and code editor to run examples and test techniques

Low Vision Rehabilitation

Author : Mitchell Scheiman
Publisher : SLACK Incorporated
ISBN 13 : 9781556427343
Total Pages : 366 pages
Book Rating : 4.4/5 (273 download)

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Book Synopsis Low Vision Rehabilitation by : Mitchell Scheiman

Download or read book Low Vision Rehabilitation written by Mitchell Scheiman and published by SLACK Incorporated. This book was released on 2007 with total page 366 pages. Available in PDF, EPUB and Kindle. Book excerpt: Presents an emerging model in which occupational therapists practice as part of a team of vision rehabilitation professionals serving adults with low vision. Occupational therapists offer a unique contribution to the vision rehabilitation team, with a focus on meaningful occupational goals, the incorporation of occupation into therapy, and the orchestration of environmental, social, and non-visual personal factors into a treatment plan. The authors have developed a practical and straightforward text outlining an evaluation approach to interventions that focus on recovering occupational performance in adults.

Practical Computer Vision

Author : Abhinav Dadhich
Publisher : Packt Publishing Ltd
ISBN 13 : 1788294769
Total Pages : 227 pages
Book Rating : 4.7/5 (882 download)

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Book Synopsis Practical Computer Vision by : Abhinav Dadhich

Download or read book Practical Computer Vision written by Abhinav Dadhich and published by Packt Publishing Ltd. This book was released on 2018-02-05 with total page 227 pages. Available in PDF, EPUB and Kindle. Book excerpt: A practical guide designed to get you from basics to current state of art in computer vision systems. Key Features Master the different tasks associated with Computer Vision and develop your own Computer Vision applications with ease Leverage the power of Python, Tensorflow, Keras, and OpenCV to perform image processing, object detection, feature detection and more With real-world datasets and fully functional code, this book is your one-stop guide to understanding Computer Vision Book Description In this book, you will find several recently proposed methods in various domains of computer vision. You will start by setting up the proper Python environment to work on practical applications. This includes setting up libraries such as OpenCV, TensorFlow, and Keras using Anaconda. Using these libraries, you'll start to understand the concepts of image transformation and filtering. You will find a detailed explanation of feature detectors such as FAST and ORB; you'll use them to find similar-looking objects. With an introduction to convolutional neural nets, you will learn how to build a deep neural net using Keras and how to use it to classify the Fashion-MNIST dataset. With regard to object detection, you will learn the implementation of a simple face detector as well as the workings of complex deep-learning-based object detectors such as Faster R-CNN and SSD using TensorFlow. You'll get started with semantic segmentation using FCN models and track objects with Deep SORT. Not only this, you will also use Visual SLAM techniques such as ORB-SLAM on a standard dataset. By the end of this book, you will have a firm understanding of the different computer vision techniques and how to apply them in your applications. What you will learn Learn the basics of image manipulation with OpenCV Implement and visualize image filters such as smoothing, dilation, histogram equalization, and more Set up various libraries and platforms, such as OpenCV, Keras, and Tensorflow, in order to start using computer vision, along with appropriate datasets for each chapter, such as MSCOCO, MOT, and Fashion-MNIST Understand image transformation and downsampling with practical implementations. Explore neural networks for computer vision and convolutional neural networks using Keras Understand working on deep-learning-based object detection such as Faster-R-CNN, SSD, and more Explore deep-learning-based object tracking in action Understand Visual SLAM techniques such as ORB-SLAM Who this book is for This book is for machine learning practitioners and deep learning enthusiasts who want to understand and implement various tasks associated with Computer Vision and image processing in the most practical manner possible. Some programming experience would be beneficial while knowing Python would be an added bonus.

Normal Binocular Vision

Author : David Stidwill
Publisher : John Wiley & Sons
ISBN 13 : 1119480450
Total Pages : 280 pages
Book Rating : 4.1/5 (194 download)

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Book Synopsis Normal Binocular Vision by : David Stidwill

Download or read book Normal Binocular Vision written by David Stidwill and published by John Wiley & Sons. This book was released on 2017-09-25 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt: Binocular vision, i.e. where both eyes are used together, is a fundamental component of human sight. It also aids hand-eye co-ordination, and the perception of the self within the environment. Clinical anomalies pose a wide range of problems to the sufferer, but normal binocular operation must first be understood before the eye specialist can assess and treat dysfunctions. This is a major new textbook for students of optometry, orthoptics and ophthalmology, and also of psychology. Chapters span such key topics as binocular summation, fusion, the normal horopter, anatomy of the extra-ocular muscles, oculomotor control, binocular integration and depth perception. Fully illustrated throughout, the book includes self-assessment exercises at the end of each chapter, and sample experiments in binocular vision functioning.

Empowering Public Wisdom

Author : Tom Atlee
Publisher : North Atlantic Books
ISBN 13 : 1583945008
Total Pages : 281 pages
Book Rating : 4.5/5 (839 download)

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Book Synopsis Empowering Public Wisdom by : Tom Atlee

Download or read book Empowering Public Wisdom written by Tom Atlee and published by North Atlantic Books. This book was released on 2012 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Beyond elections, public participation, and citizen input, democracy must produce wise public policy or we're in real trouble. In Empowering Public Wisdom, lifelong activist Tom Atlee proposes innovative and practical ideas for collecting and distilling the wisdom of ordinary people in order to infuse the political process with common sense and provide people with ownership of the process. Empowering Public Wisdom recognizes currently popular forms of progressive democracy advocates, such as citizen participation and voter education, but suggests that what is really needed is a re-thinking of the very concept of democracy; Atlee advocates the use of ""public wisdom,"" a collective intelligence that can be drawn upon to guide public policy and action. Reaching beyond partisan politics, Atlee explores how a diversity of views can be engaged around public issues in ways that generate a coherent, shared ""voice of the people"" that takes most or all of the population's perspectives and needs into account. Atlee's core approach is through ""citizen deliberative councils,"" in which a small group of people randomly selected creates a ""mini-public"" or a microcosm of the

Cultural Humility

Author : David A. Hurley
Publisher : American Library Association
ISBN 13 : 083894941X
Total Pages : 57 pages
Book Rating : 4.8/5 (389 download)

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Book Synopsis Cultural Humility by : David A. Hurley

Download or read book Cultural Humility written by David A. Hurley and published by American Library Association. This book was released on 2022-08-17 with total page 57 pages. Available in PDF, EPUB and Kindle. Book excerpt: This accessible and compelling Special Report introduces cultural humility, a lifelong practice that can guide library workers in their day-to-day interactions by helping them recognize and address structural inequities in library services. Cultural humility is emerging as a preferred approach to diversity, equity, and inclusion (DEI) efforts within librarianship. At a time when library workers are critically examining their professional practices, cultural humility offers a potentially transformative framework of compassionate accountability; it asks us to recognize the limits to our knowledge, reckon with our ongoing fallibility, educate ourselves about the power imbalances in our organizations, and commit to making change. This Special Report introduces the concept and outlines its core tenets. As relevant to those currently studying librarianship as it is to long-time professionals, and applicable across multiple settings including archives and museums, from this book readers will learn why cultural humility offers an ideal approach for navigating the spontaneous interpersonal interactions in libraries, whether between patrons and staff or amongst staff members themselves; understand how it intersects with cultural competence models and critical race theory; see the ways in which cultural humility’s awareness of and commitment to challenging inequitable structures of power can act as a powerful catalyst for community engagement; come to recognize how a culturally humble approach supports DEI work by acknowledging the need for mindfulness in day-to-day interactions; reflect upon cultural humility’s limitations and the criticisms that some have leveled against it; and take away concrete tools for undertaking and continuing such work with patience and hope.

Introducing Practical Theology

Author : Pete Ward
Publisher : Baker Academic
ISBN 13 : 1493410830
Total Pages : 192 pages
Book Rating : 4.4/5 (934 download)

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Book Synopsis Introducing Practical Theology by : Pete Ward

Download or read book Introducing Practical Theology written by Pete Ward and published by Baker Academic. This book was released on 2017-10-17 with total page 192 pages. Available in PDF, EPUB and Kindle. Book excerpt: This introduction to the field of practical theology reclaims a theological vision for the life and work of the church. Pete Ward dispels the myth that practical theology is a distraction from the "real" tasks of ministry or from serious academic theological work. He argues that practical theology is part of the everyday life of the church and that there are a variety of possible approaches, helping readers evaluate the approach that is most appropriate to their ministerial context and theological tradition. This reliable, accessible resource will work well for those in training or in ministry.

Freeing Congregational Mission

Author : B. Hunter Farrell
Publisher : InterVarsity Press
ISBN 13 : 1514000695
Total Pages : 200 pages
Book Rating : 4.5/5 (14 download)

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Book Synopsis Freeing Congregational Mission by : B. Hunter Farrell

Download or read book Freeing Congregational Mission written by B. Hunter Farrell and published by InterVarsity Press. This book was released on 2022-01-25 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: North American congregations face a deepening crisis of consumer-oriented "selfie missions" and practices based on colonial-era assumptions. Seeking to free congregational mission from harmful cultural forces, this book helps churches better partner with God's work in the world, offering the latest research and practical, step-by-step tools for churches.

Practical Computer Vision Applications Using Deep Learning with CNNs

Author : Ahmed Fawzy Gad
Publisher : Apress
ISBN 13 : 1484241673
Total Pages : 421 pages
Book Rating : 4.4/5 (842 download)

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Book Synopsis Practical Computer Vision Applications Using Deep Learning with CNNs by : Ahmed Fawzy Gad

Download or read book Practical Computer Vision Applications Using Deep Learning with CNNs written by Ahmed Fawzy Gad and published by Apress. This book was released on 2018-12-05 with total page 421 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deploy deep learning applications into production across multiple platforms. You will work on computer vision applications that use the convolutional neural network (CNN) deep learning model and Python. This book starts by explaining the traditional machine-learning pipeline, where you will analyze an image dataset. Along the way you will cover artificial neural networks (ANNs), building one from scratch in Python, before optimizing it using genetic algorithms. For automating the process, the book highlights the limitations of traditional hand-crafted features for computer vision and why the CNN deep-learning model is the state-of-art solution. CNNs are discussed from scratch to demonstrate how they are different and more efficient than the fully connected ANN (FCNN). You will implement a CNN in Python to give you a full understanding of the model. After consolidating the basics, you will use TensorFlow to build a practical image-recognition model that you will deploy to a web server using Flask, making it accessible over the Internet. Using Kivy and NumPy, you will create cross-platform data science applications with low overheads. This book will help you apply deep learning and computer vision concepts from scratch, step-by-step from conception to production. What You Will Learn Understand how ANNs and CNNs work Create computer vision applications and CNNs from scratch using PythonFollow a deep learning project from conception to production using TensorFlowUse NumPy with Kivy to build cross-platform data science applications Who This Book Is ForData scientists, machine learning and deep learning engineers, software developers.

Eye Tracking the User Experience

Author : Aga Bojko
Publisher : Rosenfeld Media
ISBN 13 : 1933820918
Total Pages : 321 pages
Book Rating : 4.9/5 (338 download)

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Book Synopsis Eye Tracking the User Experience by : Aga Bojko

Download or read book Eye Tracking the User Experience written by Aga Bojko and published by Rosenfeld Media. This book was released on 2013-11-15 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: Eye tracking is a widely used research method, but there are many questions and misconceptions about how to effectively apply it. Eye Tracking the User Experience—the first how-to book about eye tracking for UX practitioners—offers step-by-step advice on how to plan, prepare, and conduct eye tracking studies; how to analyze and interpret eye movement data; and how to successfully communicate eye tracking findings.

Principles and Practice of Clinical Electrophysiology of Vision, second edition

Author : John R. Heckenlively
Publisher : MIT Press
ISBN 13 : 0262083469
Total Pages : 1033 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Principles and Practice of Clinical Electrophysiology of Vision, second edition by : John R. Heckenlively

Download or read book Principles and Practice of Clinical Electrophysiology of Vision, second edition written by John R. Heckenlively and published by MIT Press. This book was released on 2006-04-07 with total page 1033 pages. Available in PDF, EPUB and Kindle. Book excerpt: The long-awaited second edition of an authoritative reference on electrophysiologic vision testing, including detailed information on techniques and problems, basic physiology and anatomy, theoretical concepts, and clinical findings; with extensive new material. This authoritative text is the only comprehensive reference available on electrophysiologic vision testing, offering both practical information on techniques and problems as well as basic physiology and anatomy, theoretical concepts, and clinical correlations. The second edition, of the widely used text, offers extensive new material and updated information: 65 of the 84 chapters are completely new, with the changes reflecting recent advances in the field. The book will continue to be an essential resource for practitioners and scholars from a range of disciplines within vision science. The contributions not only cover new information—important material that is likely to become more important in the next decade—but also offer a long-range perspective on the field and its remarkable development in the last century. After discussing the history and background of clinical electrophysiology, the book introduces the anatomy of the retina and principles of cell biology in the visual pathways at the molecular, physiological, and biochemical levels. It relates these new findings to the techniques and interpretations of clinical tests, including the electro-oculogram (EOG), electroretinogram (ERG), and visual evoked potentials (VEP), which are discussed in detail, as are equipment, data acquisition and analysis, principles and protocols for clinical testing, diseases and dysfunction, and animal testing. Notable additions for this edition include chapters on the origin of electroretinogram waveforms, multifocal techniques, testing in standard laboratory animals, recent advances in analysis of abnormalities in disease, and the applications of these techniques to the study of genetic abnormalities.