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Practical Visions
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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
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.
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.
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.
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
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
Book Synopsis Practical Visions by : Frederick Payne Millard
Download or read book Practical Visions written by Frederick Payne Millard and published by . This book was released on 1922 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis A Practical Guide to Decoding Your Dreams and Visions by : Adam Thompson
Download or read book A Practical Guide to Decoding Your Dreams and Visions written by Adam Thompson and published by Destiny Image Publishers. This book was released on 2017-07-18 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: Dream Interpretation: Step by Step! Learn the steps to deciphering the spiritual meaning behind your dreams! In their landmark book, The Divinity Code, Adam Thompson and Adrian Beale helped encourage the church to rediscover the neglected art of dream interpretation. Now, in A Practical Guide to Decoding Your Dreams, they show you how to apply revelatory tools and Bible-based techniques to actually understand what your dreams mean and how to respond to them. In this interactive, easy-to-use manual, you will: Receive easy-to-understand teaching on the steps of dream interpretation. Be given examples of dream interpretation in action from Adam and Adrian, as templates for you to follow Learn how to increase your ability to clearly see and hear in the spirit realm Identify a warning dream and learn how to respond in prayer and intercession with Heavens breakthrough solutions Learn the practice of dream interpretation so you can increase your ability to hear Gods voice while you sleep and pray His prophetic strategies over your life, your family, and your nation!
Download or read book Macular Disease written by Peggy R. Wolfe and published by Park Publishing, Incorporated. This book was released on 2011 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Contains practical strategies and advice for living with macular disease and diminishing vision.
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.
Book Synopsis Low Vision Rehabilitation by : Stephen Whittaker
Download or read book Low Vision Rehabilitation written by Stephen Whittaker and published by Taylor & Francis. This book was released on 2024-06-01 with total page 429 pages. Available in PDF, EPUB and Kindle. Book excerpt: This Second Edition of Low Vision Rehabilitation: A Practical Guide for Occupational Therapists provides current, evidence-based information on low vision rehabilitation that contains several new and expanded chapters on ADLs, IADLs, and recreation, as well as new online resources and the latest in accessibility devices. Low vision rehabilitation is rapidly growing as a specialty practice for occupational therapists. This growth requires practical, evidence-based information on the evaluation and treatment of the effects of low vision on occupational performance. Responding to this need, Low Vision Rehabilitation: A Practical Guide for Occupational Therapists, Second Edition blends standards of practice that have been developed for over 50 years by low vision therapists and optometrists, with the latest scientific research and the unique perspective of occupational therapists. This text is written to introduce the student and general practitioner to low vision rehabilitation as commonly encountered in medical rehabilitation as well as provides a conceptual approach to evaluation and treatment that will enrich an advanced practice. Authors Stephen Whittaker, a low vision researcher, certified low vision therapist and occupational therapist, Mitchell Scheiman, an optometrist and researcher, and Debra Sokol-McKay, an occupational therapist with specialty certification in low vision as well as certification as a low vision therapist, vision rehabilitation therapist and diabetes educator, have carefully selected evidence-based evaluations and treatments that focus on clinical practicality and meaningful occupational goals in adults. New to the Second Edition: A focus on occupational performance using “whatever works,” whether visual, non-visual, or a combination of these different devices and adaptive techniques The “EPIC” Framework, a general strategy to organize a treatment plan for daily activities using visual and non-visual techniques Access to a companion website designed as a handy clinical reference, with solutions to clinical problems easily searchable and cross-linked to related content The “Success-Oriented Approach” to interventions based on the most recent research on cognitive disability and depression associated with low vision Applications of the latest electronic accessibility devices including smartphones, tablets, and magnifiers that read aloud Incorporates the AADETM 7 Self-Care Behavior framework of the American Association of Diabetes Educators Incorporates concepts from the latest edition of the AOTA Occupational Therapy Practice Framework: Domain and Process A chapter devoted to field loss, spatial neglect and perceptual impairments resulting from acquired-brain-injury. The latest in Medicare documentation standards including outcome to G-code conversions and ICD-10 diagnostic coding for low vision. Included with the text are online supplemental materials for faculty use in the classroom. Features Included: Recommended practical evaluation and treatment methods such as a 1 hour evaluation protocol, how to write observable and measurable goals and document outcomes, and specific instructions on how to implement treatments Prepares therapists for the ACVREP certification as a low vision therapist or vision rehabilitation or AOTA specialty certification in low vision Emphasizes intervention and low vision rehabilitation treatment including: modification of the environment adaptive visual and non-visual techniques selection and use of non-optical assistive devices selection and use of electronic and optical devices and use of computer technology including smartphones and tablets Comprehensive case studies on vision impairment resulting from eye disease to head injury and more Provides valuable information on how to start an independent practice in low vision rehabilitation Includes a chapter on diabetes management Low Vision Rehabilitation: A Practical Guide for Occupational Therapists, Second Edition employs an interdisciplinary perspective that is unique, practical, and credible and will benefit Occupational Therapy and Occupational Therapy Assistant students, as well as practicing clinicians interested in specializing in low vision or other health care practitioners for patients with vision impairment.
Book Synopsis Practical Visions by : Frederick Payne Millard
Download or read book Practical Visions written by Frederick Payne Millard and published by Palala Press. This book was released on 2016-04-22 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work was reproduced from the original artifact, and remains as true to the original work as possible. Therefore, you will see the original copyright references, library stamps (as most of these works have been housed in our most important libraries around the world), and other notations in the work.This work is in the public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work.As a reproduction of a historical artifact, this work may contain missing or blurred pages, poor pictures, errant marks, etc. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant.
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.
Download or read book Practical Visions written by Millard and published by . This book was released on 2001-01-01 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: ARCHIVAL REPRINT: LIMITED EDITION. [Missouri: Journal Printing Co.; 1922]. Limited to 95 numbered copies.
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 2017-09-22 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.
Book Synopsis Visions for Intercultural Music Teacher Education by : Heidi Westerlund
Download or read book Visions for Intercultural Music Teacher Education written by Heidi Westerlund and published by Springer Nature. This book was released on 2019-10-08 with total page 224 pages. Available in PDF, EPUB and Kindle. Book excerpt: This open access book highlights the importance of visions of alternative futures in music teacher education in a time of increasing societal complexity due to increased diversity. There are policies at every level to counter prejudice, increase opportunities, reduce inequalities, stimulate change in educational systems, and prevent and counter polarization. Foregrounding the intimate connections between music, society and education, this book suggests ways that music teacher education might be an arena for the reflexive contestation of traditions, hierarchies, practices and structures. The visions for intercultural music teacher education offered in this book arise from a variety of practical projects, intercultural collaborations, and cross-national work conducted in music teacher education. The chapters open up new horizons for understanding the tension-fields and possible discomfort that music teacher educators face when becoming change agents. They highlight the importance of collaborations, resilience and perseverance when enacting visions on the program level of higher education institutions, and the need for change in re-imagining music teacher education programs.
Book Synopsis Practical Visions by : Frederick Payne Millard
Download or read book Practical Visions written by Frederick Payne Millard and published by Forgotten Books. This book was released on 2017-09-17 with total page 278 pages. Available in PDF, EPUB and Kindle. Book excerpt: Excerpt from Practical Visions: A Book of Inspiration The favorite subjects of some of the greatest writers and speakers in history have been inspirational in character. The title of this book indicates that we intend to dis cuss practical phases. About the Publisher Forgotten Books publishes hundreds of thousands of rare and classic books. Find more at www.forgottenbooks.com This book is a reproduction of an important historical work. Forgotten Books uses state-of-the-art technology to digitally reconstruct the work, preserving the original format whilst repairing imperfections present in the aged copy. In rare cases, an imperfection in the original, such as a blemish or missing page, may be replicated in our edition. We do, however, repair the vast majority of imperfections successfully; any imperfections that remain are intentionally left to preserve the state of such historical works.
