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This engaging and clearly written textbook/reference provides a must-have introduction to the rapidly emerging interdisciplinary field of data science. It focuses on the principles fundamental to becoming a good data scientist and the key skills needed to build systems for collecting, analyzing, and interpreting data. The Data Science Design Manual is a source of practical insights that highlights what really matters in analyzing data, and provides an intuitive understanding of how these core concepts can be used. The book does not emphasize any particular programming language or suite of data-analysis tools, focusing instead on high-level discussion of important design principles. This easy-to-read text ideally serves the needs of undergraduate and early graduate students embarking on an “Introduction to Data Science” course. It reveals how this discipline sits at the intersection of statistics, computer science, and machine learning, with a distinct heft and character of its own. Practitioners in these and related fields will find this book perfect for self-study as well. Additional learning tools: Contains “War Stories,” offering perspectives on how data science applies in the real world Includes “Homework Problems,” providing a wide range of exercises and projects for self-study Provides a complete set of lecture slides and online video lectures at www.data-manual.com Provides “Take-Home Lessons,” emphasizing the big-picture concepts to learn from each chapter Recommends exciting “Kaggle Challenges” from the online platform Kaggle Highlights “False Starts,” revealing the subtle reasons why certain approaches fail Offers examples taken from the data science television show “The Quant Shop” (www.quant-shop.com)
The opportunities afforded by the Internet greatly overshadow the challenges. While not forgetting this, we can nevertheless still address some of the problems that arise. Hate speech online is one such problem. But what exactly is hate speech online, and how can we deal with it effectively? As with freedom of expression, on- or offline, UNESCO defends the position that the free flow of information should always be the norm. Counter-speech is generally preferable to suppression of speech. And any response that limits speech needs to be very carefully weighed to ensure that this remains wholly exceptional, and that legitimate robust debate is not curtailed.
An ambitious man and his adoring daughter are separated and estranged by an ocean and by the tides of history in this “marvelous” novel (Los Angeles Times). For Anna Schoene, growing up in the magical world of Shanghai in the 1930s creates a special bond between her and her father. He is the son of missionaries, a smuggler, and a millionaire who leads a charmed but secretive life. When the family flees to Los Angeles in the face of the Japanese occupation, he chooses to stay, believing his connections and luck will keep him safe. He’s wrong—but he survives, only to again choose Shanghai over his family during the Second World War. Anna and her father reconnect late in his life, when she finally has a family of her own, but it is only when she discovers his extensive journals that she is able to fully understand him and the reasons for his absences. The Distant Land of My Father is a “beautiful” novel “for everyone who has ever felt himself in exile from any beloved place, or a time that can never return” (The Washington Post Book World). “Seamlessly weaves together Anna’s own memories with those of her father, gleaned from the journals . . . An elegant, refined story of families, wartime, and the mystique of memory.” —Kirkus Reviews “Vivid with details of prewar Shanghai and Los Angeles.” —Publishers Weekly “Lush and epic.” —San Jose Mercury News “Remarkable . . . A moving tale of love and the possibility of forgiveness.” —Library Journal
Are you worried and anxious about the present state of the world? Are you concerned about your future and that of your family? Do you want to live better, cheaper and healthier? Without worrying about politics, war, money problems, government surveillance, keeping up with the Joneses or even the unthinkable -- nuclear Armageddon? Then consider bugging out to Belize, the little English-speaking country on the Caribbean Coast. It's so close, yet so far from most of the world's problems. Bug Out to Belize by Lan Sluder tells you how to do it: What areas are best ? How much does it costs to live in Belize? How do you get residency? What are the pitfalls to avoid? And, how to make the move! Written by a leading expert on Belize, an award-winning reporter, newspaper and magazine editor, contributor to leading publications around the world including the New York Times, Caribbean Travel & Life, Chicago Tribune, Miami Herald and the Globe and Mail, and author of more than 20 books, Bug Out to Belize can guide you to a better, more worry-free future in beautiful Belize, the friendly, affordable, frost-free and English-speaking little country on the Caribbean Coast.
Discover how the application of novel multidisciplinary, integrative approaches and technologies are dramatically changing our understanding of the pathogenesis of infectious diseases and their treatments. Each article presents the state of the science, with a strong emphasis on new and emerging medical applications. The Encyclopedia of Infectious Diseases is organized into five parts. The first part examines current threats such as AIDS, malaria, SARS, and influenza. The second part addresses the evolution of pathogens and the relationship between human genetic diversity and the spread of infectious diseases. The next two parts highlight the most promising uses of molecular identification, vector control, satellite detection, surveillance, modeling, and high-throughput technologies. The final part explores specialized topics of current concern, including bioterrorism, world market and infectious diseases, and antibiotics for public health. Each article is written by one or more leading experts in the field of infectious diseases. These experts place all the latest findings from various disciplines in context, helping readers understand what is currently known, what the next generation of breakthroughs is likely to be, and where more research is needed. Several features facilitate research and deepen readers' understanding of infectious diseases: Illustrations help readers understand the pathogenesis and diagnosis of infectious diseases Lists of Web resources serve as a gateway to important research centers, government agencies, and other sources of information from around the world Information boxes highlight basic principles and specialized terminology International contributions offer perspectives on how infectious diseases are viewed by different cultures A special chapter discusses the representation of infectious diseases in art With its multidisciplinary approach, this encyclopedia helps point researchers in new promising directions and helps health professionals better understand the nature and treatment of infectious diseases.
The personality of the cat is a fascinating mixture of affection, domesticity and active independence. You may think you know your cat as he purrs in your lap, but come across your pet in the street on a dark night and you might think that Bagpuss suffers from a dual personality. Every single feline pet carries an inheritance of amazing sensory capacities, vocal utterances, body language and territorial displays. By answering such questions as 'what does a cat signal with its ears? 'why does a cat rub up against your leg?' and 'why does a cat swing its head from side to side when staring at its prey?', Desmond Morris decodes the private world of the cat. Your cat is full of surprises and our finest zoologist is about to reveal their secrets in this beautifully repackaged edition of a much loved bestseller.
Thomas D. Rossing String instruments are found in almost all musical cultures. Bowed string instruments form the backbone of symphony orchestras, and they are used widely as solo inst- ments and in chamber music as well. Guitars are used universally in pop music as well as in classical music. The piano is probably the most versatile of all musical inst- ments, used widely not only in ensemble with other musical instruments but also as a solo instrument and to accompany solo instruments and the human voice. In this book, various authors will discuss the science of plucked, bowed, and hammered string instruments as well as their electronic counterparts. We have tried to tell the fascinating story of scienti?c research with a minimum of mathematics to maximize the usefulness of the book to performers and instrument builders as well as to students and researchers in musical acoustics. Sometimes, however, it is dif?cult to “translate” ideas from the exact mathematical language of science into words alone, so we include some basic mathematical equations to express these ideas. It is impossible to discuss all families of string instruments. Some instruments have been researched much more than others. Hopefully, the discussions in this book will help to encourage further scienti?c research by both musicians and scientists alike. 1.1 A Brief History of the Science of String Instruments Quite a number of good histories of acoustics have been written (Lindsay 1966, 1973; Hunt 1992; Beyer 1999), and these histories include musical acoustics.
In this follow-up volume to the bestseller Color Correction Handbook, Alexis Van Hurkman walks you through twenty-one categories of creative grading techniques, designed to give you an arsenal of stylizations you can pull out of your hat when the client asks for something special, unexpected, and unique. Each chapter presents an in-depth examination and step-by-step, cross-platform breakdown of stylistic techniques used in music videos, commercial spots, and cinema.