Daniel A. Roberts – författare

This textbook establishes a theoretical framework for understanding deep learning models of practical relevance. With an approach that borrows from theoretical physics, Roberts and Yaida provide clear and pedagogical explanations of how realistic deep neural networks actually work. To make results from the theoretical forefront accessible, the authors eschew the subject''s traditional emphasis on intimidating formality without sacrificing accuracy. Straightforward and approachable, this volume balances detailed first-principle derivations of novel results with insight and intuition for theorists and practitioners alike. This self-contained textbook is ideal for students and researchers interested in artificial intelligence with minimal prerequisites of linear algebra, calculus, and informal probability theory, and it can easily fill a semester-long course on deep learning theory. For the first time, the exciting practical advances in modern artificial intelligence capabilities can be matched with a set of effective principles, providing a timeless blueprint for theoretical research in deep learning.

This textbook establishes a theoretical framework for understanding deep learning models of practical relevance. With an approach that borrows from theoretical physics, Roberts and Yaida provide clear and pedagogical explanations of how realistic deep neural networks actually work. To make results from the theoretical forefront accessible, the authors eschew the subject's traditional emphasis on intimidating formality without sacrificing accuracy. Straightforward and approachable, this volume balances detailed first-principle derivations of novel results with insight and intuition for theorists and practitioners alike. This self-contained textbook is ideal for students and researchers interested in artificial intelligence with minimal prerequisites of linear algebra, calculus, and informal probability theory, and it can easily fill a semester-long course on deep learning theory. For the first time, the exciting practical advances in modern artificial intelligence capabilities can be matched with a set of effective principles, providing a timeless blueprint for theoretical research in deep learning.

To our knowledge nothing with The Suicide Funeral (or Memorial Service): Honoring Their Memory, Comforting Their Survivors'' scope and depth has ever been published. This is an aid to anyone who will be called upon to do a funeral for the nearly 43,000 suicides in America each year. This book is designed to assist clergy, chaplains, and other faith leaders as they develop sermons and homilies for a funeral service. Its mandate is to help those searching for inspiration even though they may feel confused or uncertain undertaking such a daunting assignment. Those who plan and lead a funeral service may enable family and friends to understand and participate intentionally in their grief process. Clergy can have a significant impact on how people react to the suicide as well as provide comfort and assistance to those left behind on their journey through grief. Your leadership will influence how the suicide''s bereaved are treated by others in the days, weeks, and months following the death. Because suicide does not discriminate by race, socio-economic status, or religion, a broad range of faiths and denominations are represented in this book''s sermons, services, and perspectives.

After the Suicide Funeral: Wisdom on the Path to Posttraumatic Growth references the long and painful journey of bereavement that many suicide-loss-survivors experience in the wake of losing their loved one. A new area of positive psychology offers another vehicle for understanding the consequences of this experience by investigating the possibilities for personal growth within the context of this distressing and traumatic event. There is much to be mined by exploring faith as both a facilitator of growth and an outcome of growth. The contributors to this book are all suicide bereaved and have written short essays about how faith changed and grew as they traversed their journey of bereavement and also buoyed them in their darkest time of loss. Contributors are faith leaders, mental health professionals, caring survivors, and leaders in the fields of suicidology, thanatology, and bereavement. A must-read for any survivor of suicide loss.