How best to adapt established companies to a rapidly changing economy has long been a topic of debate in both the corporate and academic worlds. This challenge is especially pressing for large organizations that may have grown top-heavy and rigid with time but now need to be light on their feet to stay relevant and profitable. Until now, the best attempts have consisted of plucking tools and methods from the world of start-ups and applying them wholesale in large corporate environments. Most of these efforts have either fizzled or failed outright because they lacked a framework for a comprehensive corporation-sized rollout. »The Loop Approach« introduces a new series of methods that could help change the course of operations for even the most colossal organizations. Sebastian Klein and Ben Hughes provide a wide-ranging set of guidelines for achieving corporate agility, complete with checklists and worksheets that should prove instantly applicable. Want proof? The methods outlined in »The Loop Approach« have already been successfully implemented at such European corporate giants as Audi, Deutsche Bahn, and Telekom.

Machine learning applications perform better with human feedback. Keeping the right people in the loop improves the accuracy of models, reduces errors in data, lowers costs, and helps you ship models faster. Human-in-the-loop machine learning lays out methods for humans and machines to work together effectively. You'll find best practices on selecting sample data for human feedback, quality control for human annotations, and designing annotation interfaces. You'll learn to dreate training data for labeling, object detection, and semantic segmentation, sequence labeling, and more. The book starts with the basics and progresses to advanced techniques like transfer learning and self-supervision within annotation workflows.

"A script-ready story with blockbuster potential." -- Kirkus (Starred Review)Life inside The Loop--the futuristic death row for teens under eighteen--is one long repetitive purgatory. But when news of the encroaching chaos in the outside world reaches the inmates and disorder begins to strike, the prison becomes the least of their worries. Perfect for fans of The Maze Runner and The Fifth Wave. It's Luka Kane's 16th birthday and he's been inside The Loop for over two years. Every inmate is serving a death sentence with the option to push back their execution date by six months if they opt into "Delays," scientific and medical experiments for the benefit of the elite in the outside world.But rumors of a war on the outside are spreading amongst the inmates, and before they know it, their tortuous routine becomes disrupted. The government-issued rain stops falling. Strange things are happening to the guards. And it's not long until the inmates are left alone inside the prison.Were the chains that shackled Luka to his cell the only instruments left to keep him safe? In a thrilling shift, he must overcome fellow prisoners hell-bent on killing him, the warden losing her mind, the rabid rats in the train tunnels, and a population turned into murderous monsters to try and break out of The Loop, save his family, and discover who is responsible for the chaos that has been inflicted upon the world.

This eye-opening narrative journey into the rapidly changing world of artificial intelligence reveals the dangerous ways AI is exploiting the unconscious habits of our minds, and the real threat it poses to humanity: "The best book I have ever read about AI" (New York Times bestselling author Roger McNamee). Artificial intelligence is going to change the world as we know it. But the real danger isn't some robot that's going to enslave us: It's our own brain. Our brains are constantly making decisions using shortcuts, biases, and hidden processes—and we're using those same techniques to create technology that makes choices for us. In The Loop, award-winning science journalist Jacob Ward reveals how we are poised to build all of our worst instincts into our AIs, creating a narrow loop where each generation has fewer, predetermined, and even dangerous choices. Taking us on a world tour of the ongoing, real-world experiment of artificial intelligence, The Loop illuminates the dangers of writing dangerous human habits into our machines. From a biometric surveillance state in India that tracks the movements of over a billion people, to a social media control system in China that punishes deviant friendships, to the risky multiple-choice simplicity of automated military action, Ward travels the world speaking with top experts confronting the perils of their research. Each stop reveals how the most obvious patterns in our behavior—patterns an algorithm will use to make decisions about what's best for us—are not the ones we want to perpetuate. Just as politics, marketing, and finance have all exploited the weaknesses of our human programming, artificial intelligence is poised to use the patterns of our lives to manipulate us. The Loop is call to look at ourselves more clearly—our most creative ideas, our most destructive impulses, the ways we help and hurt one another-so we can put only the best parts of ourselves into the thinking machines we create.

This book is an open access book. This book provides an overview of the ERIGrid validation methodology for validating CPES, a holistic power system testing method. It introduces readers to corresponding simulation and laboratory-based tools, including co-simulation, real-time simulation, and hardware-in-the-loop. Selected test cases and validation examples are provided, in order to support the theory discussed. The book begins with an introduction to current power system testing methods and an overview of the ERIGrid system-level validation approach. It then moves on to discuss various validation methods, concepts and tools, including simulation and laboratory-based assessment methods. The book presents test cases and validation examples of the proposed methodologies and summarises the lessons learned from the holistic validation approach. In the final section of the book, the educational aspects of these methods, the outlook for the future, and overall conclusions are discussed. Given its scope, the book will be of interest to researchers, engineers, and laboratory personnel in the fields of power systems and smart grids, as well as undergraduate and graduate students studying related engineering topics.

Gallagher Finch, a debut author battling addiction and writer's block, awakens on his birthday to find a call girl viciously murdered in his home. The mystery behind her murder might just be the story he has been dying to sell, but when he becomes the main suspect in a loop of blood, lies, and deceit, he discovers the truth behind fiction might be enough to put him behind bars, or worse... in the ground.

The first account of local geometric Langlands Correspondence, a new area of mathematical physics developed by the author.