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This textbook introduces readers to the theoretical aspects of machine learning (ML) algorithms, starting from simple neuron basics, through complex neural networks, including generative adversarial neural networks and graph convolution networks. Most importantly, this book helps readers to understand the concepts of ML algorithms and enables them to develop the skills necessary to choose an apt ML algorithm for a problem they wish to solve. In addition, this book includes numerous case studies, ranging from simple time-series forecasting to object recognition and recommender systems using massive databases. Lastly, this book also provides practical implementation examples and assignments for the readers to practice and improve their programming capabilities for the ML applications.
Since AI has dominated data innovation for more than 20 years, it has played a significant but frequently unnoticed role in our lives. Shrewd information examination will probably turn out to be considerably more common as a prerequisite for mechanical progression because of the steadily growing amounts of information that are becoming available. The main objectives of this chapter are to organise the zoo of issues and to provide the reader with a comprehensive overview of the numerous applications that have machine learning challenges at their core. The language where various AI issues should be figured out to become agreeable to arrangement, measurements and likelihood hypothesis will next...
A comprehensive resource providing basic principles and state-of-the art developments in sensorless control technologies for permanent magnet synchronous machine drives Sensorless Control of Permanent Magnet Synchronous Machine Drives highlights the global research achievements over the last three decades and the sensorless techniques developed by the authors and their colleagues, and covers sensorless control techniques of permanent magnet machines, discussing issues and solutions. Many worked application examples are included to aid in practical understanding of concepts. Written by two pioneering authors in the field, Sensorless Control of Permanent Magnet Synchronous Machine Drives cover...
Liu Du was originally an intern in the hospital, but he accidentally encountered a car accident and obtained another ability. He, who transformed into a Godly Doctor, had his peach blossoms covered with all kinds of difficult diseases. But at the same time, a new crisis quietly approached!
Argues that developments in biomedicine in China should be at the center of our understanding of biomedicine, not at the periphery
"Neither Donkey Nor Horse "tells the story of how Chinese medicine was transformed from the antithesis of modernity in the early twentieth century into a potent symbol and vehicle for China s struggle with it half a century later. Instead of viewing this transition as derivative of the political history of modern China, Sean Hsiang-lin Lei argues that China s medical history had a life of its own and at times directly influenced the ideological struggle over the meaning of China s modernity and the Chinese state. Far from being a remnant of China s pre-modern past, Chinese medicine in the twentieth century co-evolved with Western medicine and the Nationalist state, undergoing a profound tran...
Diseases are everyday, ordinary occurrences intimately related to people’s daily lives. However, as the metaphor of the “Sick Man of East Asia” emerged against the backdrop of a weak modern China, health care and the curing of diseases were turned into grand state politics with far-reaching implications. This book, starting with the argument for diseases being metaphors, describes and interprets such incidents in China’s history as the Abolishment of Traditional Chinese Medicine, the Patriotic Hygiene Campaign and the Cooperative Medical Services. In an effort to reveal the internal logic of disease politics in the transformation of the state-people relationship, the book analyzes ke...
This book, based on extensive original research, traces the development of China’s public health system, showing how advances in public health have been an integral part of China’s rise. It outlines the phenomenal improvements in public health, for example the increase in life expectancy from 38 in 1949 to 73 in 2010; relates developments in public health to prevailing political ideologies; and discusses how the drivers of health improvements were, unlike in the West, modern medical professionals and intellectuals who understood that, whatever the prevailing ideology, China needs to be a strong country. The book explores how public health concepts, policies, programmes, institutions and practices changed and developed through social and political upheavals, war, and famine, and argues that this perspective of China’s development is refreshingly different from China’s development viewed purely in political terms.
Yi-Tang Lin presents the historical process by which statistics became the language of global health for local and international health organizations. Drawing on archival material from three continents, this study investigates efforts by public health schools, philanthropic foundations, and international organizations to turn numbers into an international language for public health. Lin shows how these initiatives produced an international network of public health experts who, across various socioeconomic and political contexts, opted for different strategies when it came to setting global standards and translating local realities into numbers. Focusing on China and Taiwan between 1917 and 1960, Lin examines the reception, adaptation, and appropriation of international health statistics. She presents the dynamic interplay between numbers, experts, and policy-making in international health organizations and administrations in China and Taiwan. This title is also available as Open Access.
In the United States, December 7, 1941, may live in infamy, in President Franklin D. Roosevelt’s phrase, but for most Americans the date’s significance begins and ends with the attack on Pearl Harbor. On December 8 (December 7 on the other side of the International Date Line) Japanese military forces hit eight major targets, all but one on western colonial possessions and military outposts in the Pacific: Kota Bharu on the northeast coast of Malaya (now Malaysia); Thailand, the one site not claimed by a western power; Pearl Harbor, O’ahu; Singapore, key to the defense of Britain’s Asian empire; Guam, the only island in the Mariana chain not controlled by Japan; Wake Island; Hong Kong...