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Machine Learning, Animated
The release of ChatGPT has kicked off an arms race in Machine Learning (ML), however ML has also been described as a black box and very hard to understand. Machine Learning, Animated eases you into basic ML concepts and summarizes the learning process in three words: initialize, adjust and repeat. This is illustrated step by step with animation to show how machines learn: from initial parameter values to adjusting each step, to the final converged parameters and predictions. This book teaches readers to create their own neural networks with dense and convolutional layers, and use them to make binary and multi-category classifications. Readers will learn how to build deep learning game strategies and combine this with reinforcement learning, witnessing AI achieve super-human performance in Atari games such as Breakout, Space Invaders, Seaquest and Beam Rider. Written in a clear and concise style, illustrated with animations and images, this book is particularly appealing to readers with no background in computer science, mathematics or statistics. Access the book's repository at: https://github.com/markhliu/MLA
Shifu, Soul of Chinese Anarchism
The most comprehensive study of Shifu available, this valuable work explores the life and political milieu of a central figure in Republican China. Krebs provides an intellectual biography of this committed revolutionary and analyzes the importance of Shifu's thought during the New Culture-May Fourth years as his followers fought for influence with the Marxists and later over the issue of alliance with the Nationalists.
China Sea Pilot
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Deep and Shallow
Providing an essential and unique bridge between the theories of signal processing, machine learning, and artificial intelligence (AI) in music, this book provides a holistic overview of foundational ideas in music, from the physical and mathematical properties of sound to symbolic representations. Combining signals and language models in one place, this book explores how sound may be represented and manipulated by computer systems, and how our devices may come to recognize particular sonic patterns as musically meaningful or creative through the lens of information theory. Introducing popular fundamental ideas in AI at a comfortable pace, more complex discussions around implementations and ...
Accidental Holy Land
Yan’an is China’s “revolutionary holy land,” the heart of Mao Zedong’s Communist movement from 1937 to 1947. Based on thirty years of archival and documentary research and numerous field trips to the region, Joseph W. Esherick’s book examines the origins of the Communist revolution in Northwest China, from the political, social, and demographic changes of the Qing dynasty (1644–1911), to the intellectual ferment of the early Republic, the guerrilla movement of the 1930s, and the replacement of the local revolutionary leadership after Mao and the Center arrived in 1935. In Accidental Holy Land, Esherick compels us to consider the Chinese Revolution not as some inevitable peasant response to poverty and oppression, but as the contingent product of local, national, and international events in a constantly changing milieu.
Learn Generative AI with PyTorch
Learn how generative AI works by building your very own models that can write coherent text, create realistic images, and even make lifelike music. Learn Generative AI with PyTorch teaches the underlying mechanics of generative AI by building working AI models from scratch. Throughout, you’ll use the intuitive PyTorch framework that’s instantly familiar to anyone who’s worked with Python data tools. Along the way, you’ll master the fundamentals of General Adversarial Networks (GANs), Transformers, Large Language Models (LLMs), variational autoencoders, diffusion models, LangChain, and more! In Learn Generative AI with PyTorch you’ll build these amazing models: • A simple English-...
The Tech Coup
"As a member of the European Parliament, author Marietje Schaake was on the vanguard of politicians who recognized that no technology is inherently "democratic"; only with careful regulations can we protect the disruption of democracy from AI and other innovations that might undermine it. And yet, such laws are largely absent, especially in the United States, which lags behind European regulators and has long subscribed to the Silicon Valley mantra that regulation stifles innovation. This problem has become more urgent than ever as an ecosystem of small and invisible tech players are gradually taking over crucial tasks formerly exercised by democratic governments-from intelligence gathering,...
Model Minority Masochism
There are few grand narratives that loom over Asian Americans more than the "model minority." While many Asian Americanist scholars and activists are quick to disprove the model minority as "myth," author Takeo Rivera instead rethinks the model minority as cultural politics. Rather thandisproving the model minority, Rivera instead argues that Asian Americans have formulated their racial and gendered subjectivities in relation to the model minority relation that Rivera terms "model minority masochism." With specific attention to hegemonic masculine Asian American culturalproduction, Rivera details two complementary forms of contemporary racial masochism: a self-subjugating masochism which embraces the model minority, and its opposite, a self-flagellating masochism that punishes oneself for having been associated with the model minority at all.
A Practical Guide to Sustainable Fashion
Packed with examples from groundbreaking designers such as Vivienne Westwood, Stella McCartney, Edun and People Tree, A Practical Guide to Sustainable Fashion is a much-needed overview of current models of fashion design and production. Alison Gwilt introduces the key issues associated with the production, use and disposal of fashion clothing and gives step-by-step guidance on how to identify and evaluate the potential impacts of a garment during the design process. With innovative examples of best practice from international designers and brands, the chapters follow each key stage in the life cycle of a fashion garment and explores approaches such as low-impact textiles techniques, mono-materiality, zero waste techniques, upcycling, repair and maintenance techniques and closed-loop design systems. New to this edition: More in-depth coverage of design thinking, materials manufacture, practical techniques for creating 'faster' recyclable fashion and new ways forward for fashion, such as including the circular economy and the Sustainable Development Goals.
