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Killing is all Spas has ever known, and he does it without doubt or remorse. Taught to believe he’s ridding the world of monsters, he sees the extermination of the Twilights as a necessary step toward making Ergastulum a safer place. Until the day when he’s forced to confront the horrifying truth that the real monster might be...him. -- VIZ Media
Prompted by a gruesome message, Marco heads out to rescue the kidnapped Constance. Drawn to a place he’d consigned to a dead past, he’s plunged into a desperate fight against an enemy he once thought of as a brother. It’s a time of betrayals and reversals, separations and farewells, as chaos threatens to tear the city of Ergastulum apart. -- VIZ Media
Ergastulum is a tough town, a place where the rule of law takes a backseat to the law of violence, where Handymen like Nic and Worick make a living doing odd jobs from routine deliveries to extrajudicial killings. Discreet, ruthless, and efficient, the men are respected by both the police brass and the Mafia dons, but it took many long, hard years for them to make their names. Behind those years is the hidden history of how the scion of an elite family and a boy soldier of the Twilights ranks formed an improbable, unbreakable bond. -- VIZ Media
After making the fateful decision to defy his fellow Hunters and save a young girl’s life, Spas finds himself caught between the worlds of the Normals and the Twilights. Branded a traitor by the Hunters, yet still considered an enemy by all the other factions, he’s on the run and desperately trying to find his way through the carnage and chaos that surround him. -- VIZ Media
Ever since he was a young child, Spas has been indoctrinated to believe that eliminating all Twilights is the only way to guarantee the safety of the Normal population. But as he and the rest of the Hunters carry out their gruesome duty, the foundations of that belief begin to erode. Unable to reconcile the high-minded teachings of his past with the brutal realities of his present, Spas stands on the brink of a decision that will change his life—and the lives of those he loves—forever. -- VIZ Media
This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature importance and accumulated local effects and explaining individual predictions with Shapley values and LIME. All interpretation methods are explained in depth and discussed critically. How do they work under the hood? What are their strengths and weaknesses? How can their outputs be interpreted? This book will enable you to select and correctly apply the interpretation method that is most suitable for your machine learning project.
New developments in medical technology have paved the way for the ongoing studies of cognitive neuroscience and biomedical engineering for healthcare. Their different but interconnected aspects of science and technology seek to provide new solutions for difficult healthcare problems and impact the future of the quality of life. Biomedical Engineering and Cognitive Neuroscience for Healthcare: Interdisciplinary Applications brings together researchers and practitioners, including medical doctors and health professionals, to provide an overview of the studies of cognitive neuroscience and biomedical engineering for healthcare. This book aims to be a reference for researchers in the related field aiming to bring benefits to their own research.
This new book written by the developers of R Markdown is an essential reference that will help users learn and make full use of the software. Those new to R Markdown will appreciate the short, practical examples that address the most common issues users encounter. Frequent users will also benefit from the wide ranging tips and tricks that expose ‘hidden’ features, support customization and demonstrate the many new and varied applications of the software. After reading this book users will learn how to: Enhance your R Markdown content with diagrams, citations, and dynamically generated text Streamline your workflow with child documents, code chunk references, and caching Control the formatting and layout with Pandoc markdown syntax or by writing custom HTML and LaTeX templates Utilize chunk options and hooks to fine-tune how your code is processed Switch between different language engineers to seamlessly incorporate python, D3, and more into your analysis
Data Science: A First Introduction focuses on using the R programming language in Jupyter notebooks to perform data manipulation and cleaning, create effective visualizations, and extract insights from data using classification, regression, clustering, and inference. The text emphasizes workflows that are clear, reproducible, and shareable, and includes coverage of the basics of version control. All source code is available online, demonstrating the use of good reproducible project workflows. Based on educational research and active learning principles, the book uses a modern approach to R and includes accompanying autograded Jupyter worksheets for interactive, self-directed learning. The book will leave readers well-prepared for data science projects. The book is designed for learners from all disciplines with minimal prior knowledge of mathematics and programming. The authors have honed the material through years of experience teaching thousands of undergraduates in the University of British Columbia’s DSCI100: Introduction to Data Science course.
There has been significant progress in haptic technologies but the incorporation of haptics into virtual environments is still in its infancy. A wide range of the new society's human activities including communication, education, art, entertainment, commerce and science would forever change if we learned how to capture, manipulate and reproduce haptic sensory stimuli that are nearly indistinguishable from reality. For the field to move forward, many commercial and technological barriers need to be overcome. By rendering how objects feel through haptic technology, we communicate information that might reflect a desire to speak a physically- based language that has never been explored before. Due to constant improvement in haptics technology and increasing levels of research into and development of haptics-related algorithms, protocols and devices, there is a belief that haptics technology has a promising future.