Systems Science Theory

In the years following her role as the lead author of the international best seller, Limits to Growth - the first book to show the consequences of unchecked growth on a finite planet - Donella Meadows remained a pioneer of environmental and social analysis until her untimely death in 2001. Thinking in Systems is a concise and crucial book offering insight for problem-solving on scales ranging from the personal to the global. Edited by the Sustainability Institute's Diana Wright, this essential primer brings systems thinking out of the realm of computers and equations and into the tangible world....

Machine learning systems are both complex and unique. Complex because they consist of many different components and involve many different stakeholders. Unique because they're data dependent, with data varying wildly from one use case to the next. In this book, you'll learn a holistic approach to designing ML systems that are reliable, scalable, maintainable, and adaptive to changing environments and business requirements. Author Chip Huyen, cofounder of Claypot AI, considers each design decision in the context of how it can help your system as a whole achieve its objectives.

Donors, leaders of nonprofits, and public policy makers usually have the best of intentions to serve society and improve social conditions. But often their solutions fall far short of what they want to accomplish and what is truly needed. Moreover, the answers they propose and fund often produce the opposite of what they want over time. We end up with temporary shelters that increase homelessness, drug busts that increase drug-related crime, or food aid that increases starvation.

The issues of poverty, inequality, racial injustice, and climate change have never been more pressing or paralyzing. Current approaches to social change, which rely on linear thinking and traditional power dynamics to "solve" social problems, are not helping. In fact, they may only be entrenching the status quo. This book draws on stories of committed social changemakers to uncover a set of principles and practices for social change that dramatically depart from the industrial approach. Simple yet profound, these stories distill timely lessons for leaders, scholars, and policymakers.

We have entered an age of disruption. Financial collapse, climate change, resource depletion, and a growing gap between rich and poor are but a few of the signs. Otto Scharmer and Katrin Kaufer ask, why do we collectively create results nobody wants? Meeting the challenges of this century requires updating our economic logic and operating system from an obsolete “ego-system” focused entirely on the well-being of oneself to an eco-system awareness that emphasizes the well-being of the whole.

Discover how artificial intelligence is transforming the future of patient care, diagnostics, and clinical decision-making. Are you a healthcare professional, entrepreneur, or policy leader trying to keep up with the AI revolution? This groundbreaking audiobook is your essential guide to understanding how AI is disrupting the healthcare industry, reshaping everything from early disease detection to hospital workflows, drug discovery, and personalized medicine.

Apply systems thinking in your problem solving, decision making, and strategic planning without the need to become a technical professional. Think in Systems is a concise information manual offering high-level problem-solving methods for personal and global issues. The guide presents the main features of systems thinking in an understandable and everyday manner, helping you to develop this skill top analysts and world leaders use.

As artificial intelligence reshapes the workplace, you face an unprecedented challenge—one this book transforms into an extraordinary opportunity! Whether you're anxious about your future, struggling to harness AI’s potential, leading teams through change, or preparing to become a Human-AI Coach, Dr. Jon Finn reveals a groundbreaking “first principles” approach to supercharging human cognitive performance—just as sports science revolutionized world-champion athletes' physical abilities.

Through a recent series of breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data. This bestselling book uses concrete examples, minimal theory, and production-ready Python frameworks (Scikit-Learn, Keras, and TensorFlow) to help you gain an intuitive understanding of the concepts and tools for building intelligent systems.

In Not with a Bug, But with a Sticker: Attacks on Machine Learning Systems and What to Do About Them, a team of distinguished adversarial machine learning researchers deliver a riveting account of the most significant risk to currently deployed artificial intelligence systems: cybersecurity threats. The authors take you on a sweeping tour—from inside secretive government organizations to academic workshops at ski chalets to Google's cafeteria—recounting how major AI systems remain vulnerable to the exploits of bad actors of all stripes.

Among the estimated 100 billion solar systems in the known universe, evolving life is surely abundant. That evolution is a process of "becoming" in each case. Since Newton, we have turned to physics to assess reality. But physics alone cannot tell us where we came from, how we arrived, and why our world has evolved past the point of unicellular organisms to an extremely complex biosphere.

With the fall of the Berlin Wall, one economic model emerged triumphant. Capitalism - spanning a spectrum from laissez-faire to authoritarian - shapes the market economies of all the wealthiest and fastest-growing nations. The trouble is cracking its shiny veneer. In the US, economic growth is no longer matched by economic development. Wealth is concentrated in the hands of a few, natural resources are exploited for short-term profits, and good jobs are hard to find.

The Short Story of the Universe is a new introduction to the subject of the universe. Covering 130 key components that make it up - from dwarf galaxies and spiral arms to red giants and the planets of the solar system - and linking these to the universe's structure and the theories that help us understand it, this book simplifies this riveting yet mind-boggling subject, telling the story of how it came into being and how it will eventually be no more.

America’s Bitter Pill is Steven Brill’s acclaimed book on how the Affordable Care Act, or Obamacare, was written, how it is being implemented, and, most important, how it is changing—and failing to change—the rampant abuses in the healthcare industry. It’s a fly-on-the-wall account of the titanic fight to pass a 961-page law aimed at fixing America’s largest, most dysfunctional industry. It’s a penetrating chronicle of how the profiteering that Brill first identified in his trailblazing Time magazine cover story continues, despite Obamacare.

In 1965, President Lyndon Johnson insisted that "the policeman is the frontline soldier in our war against crime", and police forces, arms makers, policy makers, and crime experts heeded this call to arms, bringing weapons and practices from the arena of war back home. The Punitive Turn in American Life offers a political and cultural history of the ways in which punishment and surveillance have moved to the center of American life and become imbued with militarized language and policies.

Artificial Intelligence (AI) is an engine of innovation that is driving scientific discovery and economic growth. It is increasingly becoming an integral component of solutions that stand to impact everything from routine daily tasks to societal-level challenges, ultimately serving the public good. At the same time, there are also concerns that AI could have negative social and environmental consequences.

In today’s modern world, every political regime, even the most authoritarian or repressive, describes itself as democracy or a democratic people’s republic. The concept of rule by the people and on behalf of the people has come to be accepted as the norm. Very few would overtly espouse the cause of dictatorship, absolute monarchy, or oligarchy as the most desirable political system upon which to base the government of any country.

If you're looking to make the most of artificial intelligence and blockchain technology for your business, this audiobook is for you. Artificial intelligence and blockchain are the tech of the future. But if you're not already working in the field or studying their depths, it can be difficult to find information in layman's terms. As a business owner, especially a small business owner, we are always looking at ways to improve the efficiency of our business: outsource, automate, scale, marketing.... AI and blockchain technology could revolutionize the way business is done.

The aim of this book has been to provide students, educators, and administrators alike with valuable insights into the disruptive, yet beneficial, transformation which will occur in the global education system during the next three to five years and beyond. Although these trends will not happen immediately, their impact will be far-reaching and global in nature.

India has the second-largest legal profession in the world, but the systemic delays and chronic impediments of its judicial system inspire little confidence in the common person. In India’s Legal System, renowned constitutional expert and senior Supreme Court lawyer Fali S. Nariman explores the possible reasons.