Download or read book Graph Representation Learning written by William L. William L. Hamilton and published by Springer Nature. This book was released on 2022-06-01 with total page 141 pages. Available in PDF, EPUB and Kindle. Book excerpt: Graph-structured data is ubiquitous throughout the natural and social sciences, from telecommunication networks to quantum chemistry. Building relational inductive biases into deep learning architectures is crucial for creating systems that can learn, reason, and generalize from this kind of data. Recent years have seen a surge in research on graph representation learning, including techniques for deep graph embeddings, generalizations of convolutional neural networks to graph-structured data, and neural message-passing approaches inspired by belief propagation. These advances in graph representation learning have led to new state-of-the-art results in numerous domains, including chemical synthesis, 3D vision, recommender systems, question answering, and social network analysis. This book provides a synthesis and overview of graph representation learning. It begins with a discussion of the goals of graph representation learning as well as key methodological foundations in graph theory and network analysis. Following this, the book introduces and reviews methods for learning node embeddings, including random-walk-based methods and applications to knowledge graphs. It then provides a technical synthesis and introduction to the highly successful graph neural network (GNN) formalism, which has become a dominant and fast-growing paradigm for deep learning with graph data. The book concludes with a synthesis of recent advancements in deep generative models for graphs—a nascent but quickly growing subset of graph representation learning.

Download or read book Learning and Instruction written by Richard E. Mayer and published by Prentice Hall. This book was released on 2008 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: How do people learn? How can instruction promote learning? Learning and Instruction, second edition, thoroughly and succinctly answers these two fundamental educational psychology questions. The author focuses on the big ideas, preferring that students understand a few exemplary ideas deeply, rather than numerous ideas superficially. The book is research-based and painstakingly shows how specific instructional implications follow from research and theory. Coverage is organized around the two sides of the educational coin, learning in subject areas and instructional methods, that foster meaningful learning. The text uses clear definitions, concrete examples, active learning tasks and a conversational writing style that easily engages readers by addressing them directly.

Download or read book Training for Climbing written by Eric Horst and published by Rowman & Littlefield. This book was released on 2008-09-16 with total page 307 pages. Available in PDF, EPUB and Kindle. Book excerpt: Drawing on new research in sports medicine, nutrition, and fitness, this book offers a training program to help any climber achieve superior performance and better mental concentration on the rock, with less risk of injury.

Download or read book Pre Obstetric Emergency Training written by Advanced Life Support Group (ALSG) and published by John Wiley & Sons. This book was released on 2018-08-21 with total page 200 pages. Available in PDF, EPUB and Kindle. Book excerpt: Fully revised and now in full-colour, the new edition of Pre-Obstetric Emergency Training (POET) will help practitioners identify and manage a range of time-critical obstetric emergencies, specifically in the pre-obstetric department setting. Providing structured examination and assessment techniques as an aid to determine what treatment should be provided before transport, this practical manual equips the practitioner with the knowledge necessary to save the mother and fetus in life threatening circumstances before admission to the hospital. New to the second edition are chapters covering non-technical skills and communication, as well as complicated labour and delivery. Designed to accompany the associated Advanced Life Support Group training course, Pre-Obstetric Emergency Training serves as an authoritative guide for a range of pre-hospital practitioners dealing with specialist situations.

Download or read book The Basics Programming and Training Booklet 1 November 2001 written by and published by . This book was released on 2007 with total page 40 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Commercial Drivers License Pre Trip Inspection Training Manual written by Robert C. Robinson and published by AuthorHouse. This book was released on 2009 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt: Most training manuals skip and bounce around the truck in a manner that's both confusing and disorganized. This manual, however, systematically guides the trainee in a logical, orderly method that works and makes sense. From the start of the inspection to it's end, the driver will never have to guess about where to go or what to inspect next. This is accomplished by displaying the truck and trailer components in sections that are logically and numerically organized followed by a thorough discussion of the components following the same logical, numerical order--making the pre-trip inspection far less intimidating and less confusing. While most manuals barely mention the components to be inspected, this manual discusses the components in great detail by first explaining their purpose and then by further explaining the multitude of problems that one could possibly find while inspecting a tractor and/or trailer or straight truck. Instead of black and white sketches that lack clarity and detail, this manual includes color photographs of every component covered. Never again will you have to wonder what a component really looks like nor will you have to embarrass yourself by asking someone. Also included are a sample score sheet and an inspection checklist that can be used for practice while training. This manual also contains several bonus pictures, compliments of the world champion extreme turbine race team Miss GEICO and AMF Offshore Racing. More importantly, this manual includes all the information needed to successfully pass the pre-trip inspection exam on the first try and also serves as a good refresher to those who already have a commercial driver's license using an approach that has worked time and time again.

Download or read book Soldier s Handbook of the Rifle and Score Book for Special Course C written by and published by . This book was released on 1918 with total page 144 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book A Preliminary Training Guide for Utilizing High altitude Color infrared Photography in Compiling Soil Maps written by and published by . This book was released on 1977 with total page 138 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Deep Learning written by Ian Goodfellow and published by MIT Press. This book was released on 2016-11-10 with total page 801 pages. Available in PDF, EPUB and Kindle. Book excerpt: An introduction to a broad range of topics in deep learning, covering mathematical and conceptual background, deep learning techniques used in industry, and research perspectives. “Written by three experts in the field, Deep Learning is the only comprehensive book on the subject.” —Elon Musk, cochair of OpenAI; cofounder and CEO of Tesla and SpaceX Deep learning is a form of machine learning that enables computers to learn from experience and understand the world in terms of a hierarchy of concepts. Because the computer gathers knowledge from experience, there is no need for a human computer operator to formally specify all the knowledge that the computer needs. The hierarchy of concepts allows the computer to learn complicated concepts by building them out of simpler ones; a graph of these hierarchies would be many layers deep. This book introduces a broad range of topics in deep learning. The text offers mathematical and conceptual background, covering relevant concepts in linear algebra, probability theory and information theory, numerical computation, and machine learning. It describes deep learning techniques used by practitioners in industry, including deep feedforward networks, regularization, optimization algorithms, convolutional networks, sequence modeling, and practical methodology; and it surveys such applications as natural language processing, speech recognition, computer vision, online recommendation systems, bioinformatics, and videogames. Finally, the book offers research perspectives, covering such theoretical topics as linear factor models, autoencoders, representation learning, structured probabilistic models, Monte Carlo methods, the partition function, approximate inference, and deep generative models. Deep Learning can be used by undergraduate or graduate students planning careers in either industry or research, and by software engineers who want to begin using deep learning in their products or platforms. A website offers supplementary material for both readers and instructors.

Download or read book TRADOC Pamphlet TP 600 4 The Soldier s Blue Book written by United States Government Us Army and published by . This book was released on 2019-12-14 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: This manual, TRADOC Pamphlet TP 600-4 The Soldier's Blue Book: The Guide for Initial Entry Soldiers August 2019, is the guide for all Initial Entry Training (IET) Soldiers who join our Army Profession. It provides an introduction to being a Soldier and Trusted Army Professional, certified in character, competence, and commitment to the Army. The pamphlet introduces Solders to the Army Ethic, Values, Culture of Trust, History, Organizations, and Training. It provides information on pay, leave, Thrift Saving Plans (TSPs), and organizations that will be available to assist you and your Families. The Soldier's Blue Book is mandated reading and will be maintained and available during BCT/OSUT and AIT.This pamphlet applies to all active Army, U.S. Army Reserve, and the Army National Guard enlisted IET conducted at service schools, Army Training Centers, and other training activities under the control of Headquarters, TRADOC.

Download or read book Training Manual for Community Based Initiatives written by World Health Organization. Regional Office for the Eastern Mediterranean and published by World Health Organization. This book was released on 2006 with total page 433 pages. Available in PDF, EPUB and Kindle. Book excerpt: Improvements in health cannot be achieved in isolation as they require an integrated, multisectorial development approach. The WHO's Regional Office for the Eastern Mediterranean has introduced the following community-based initiatives: basic development needs approach; healthy villages programme; healthy cities programme; women in health and development. These community-based initiatives have provided a stimulus for health and human development. This training manual provides material to help develop trainers; update the knowledge of field managers; and reinforce leadership and management skills.

Download or read book Deep Learning for Coders with fastai and PyTorch written by Jeremy Howard and published by O'Reilly Media. This book was released on 2020-06-29 with total page 624 pages. Available in PDF, EPUB and Kindle. Book excerpt: Deep learning is often viewed as the exclusive domain of math PhDs and big tech companies. But as this hands-on guide demonstrates, programmers comfortable with Python can achieve impressive results in deep learning with little math background, small amounts of data, and minimal code. How? With fastai, the first library to provide a consistent interface to the most frequently used deep learning applications. Authors Jeremy Howard and Sylvain Gugger, the creators of fastai, show you how to train a model on a wide range of tasks using fastai and PyTorch. You’ll also dive progressively further into deep learning theory to gain a complete understanding of the algorithms behind the scenes. Train models in computer vision, natural language processing, tabular data, and collaborative filtering Learn the latest deep learning techniques that matter most in practice Improve accuracy, speed, and reliability by understanding how deep learning models work Discover how to turn your models into web applications Implement deep learning algorithms from scratch Consider the ethical implications of your work Gain insight from the foreword by PyTorch cofounder, Soumith Chintala

Download or read book How to Implement a Project Programming and Training Booklet 5 November 2001 written by and published by . This book was released on 2007 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Astronaut Training written by Ron Frick and published by . This book was released on 2005 with total page 57 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Download or read book Totally Awesome Training Activity Guide Book written by Monica Cornetti and published by Entreprenow. This book was released on 2013-01-01 with total page 198 pages. Available in PDF, EPUB and Kindle. Book excerpt: Level up your training and development with Gamification. These 50+ activities are designed to bring dynamic and interactive solutions to business training, seminars, and educational sessions. Connect the psychology of Gamification to achieving your business objectives. Increase learning and participation. Identify easy and effective ways to engage your audience. Replace average with AWESOME Game On!

Download or read book DBT Skills Training Manual Second Edition written by Marsha Linehan and published by Guilford Publications. This book was released on 2014-10-20 with total page 529 pages. Available in PDF, EPUB and Kindle. Book excerpt: Preceded by: Skills training manual for treating borderline personality disorder / Marsha M. Linehan. c1993.

Download or read book Integrating Video into Pre Service and In Service Teacher Training written by Rossi, Pier Giuseppe and published by IGI Global. This book was released on 2016-09-12 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: The utilization of media has proven to be a beneficial instructional method in learning environments. These tools are particularly useful for teacher training, promoting better reflection on current practices. Integrating Video into Pre-Service and In-Service Teaching Training provides a comprehensive overview on the application of class video recordings to encourage self-observation of personal teaching methods and improve everyday classroom habits. Highlighting concepts relating to professionalism, didactics, and technological techniques, this book is a pivotal reference source for researchers, educators, practitioners, and students