A jaw-dropping exploration of everything that goes wrong when we build AI systems and the movement to fix them. Today’s “machine-learning” systems, trained by data, are so effective that we’ve invited them to see and hear for us—and to make decisions on our behalf. But alarm bells are ringing. Recent years have seen an eruption of concern as the field of machine learning advances. When the systems we attempt to teach will not, in the end, do what we want or what we expect, ethical and potentially existential risks emerge. Researchers call this the alignment problem. Systems cull résumés until, years later, we discover that they have inherent gender biases. Algorithms decide bail and parole—and appear to assess Black and White defendants differently. We can no longer assume that our mortgage application, or even our medical tests, will be seen by human eyes. And as autonomous vehicles share our streets, we are increasingly putting our lives in their hands. The mathematical and computational models driving these changes range in complexity from something that can fit on a spreadsheet to a complex system that might credibly be called “artificial intelligence.” They are steadily replacing both human judgment and explicitly programmed software. In best-selling author Brian Christian’s riveting account, we meet the alignment problem’s “first-responders,” and learn their ambitious plan to solve it before our hands are completely off the wheel. In a masterful blend of history and on-the ground reporting, Christian traces the explosive growth in the field of machine learning and surveys its current, sprawling frontier. Readers encounter a discipline finding its legs amid exhilarating and sometimes terrifying progress. Whether they—and we—succeed or fail in solving the alignment problem will be a defining human story. The Alignment Problem offers an unflinching reckoning with humanity’s biases and blind spots, our own unstated assumptions and often contradictory goals. A dazzlingly interdisciplinary work, it takes a hard look not only at our technology but at our culture—and finds a story by turns harrowing and hopeful.

FOREWORD BY FRANCIS CHAN If we don't align with God's Word, we miss the kingdom He is establishing here on earth as it is in heaven. Once you read this book, you will understand how true alignment with God means submitting to His order so He can establish His Kingdom on earth. Even as the world grows darker and moves into the difficult events of the end times, Messianic Jewish author and Bible teacher Asher Intrater gives reason for hope, pointing to a corresponding revival with signs and wonders that emulate the Book of Acts. In this revised and updated edition, Intrater will take you on a captivating, scriptural journey to reveal what happens as the Messianic remnant is established in Israel and the international church embraces its Jewish roots. This long-awaited alignment will release an outpouring of the Holy Spirit, leading up to the second coming of Yeshua (Jesus). In addition, today Christian Arabs and Messianic Jews are being reconciled into a restored Abrahamic family of faith, demonstrating the love of God in the midst of political tension in the Middle East. You'll be inspired and challenged as you discover how this synergy within the body of believers is advancing God's eternal purpose for the kingdom of Messiah on earth with its capital in Jerusalem.

"Celebrity manual therapist and movement coach Aaron Alexander shows readers how posture and body alignment are powerful tools for building strength, achieving peak performance, reducing pain, and approaching the world with a new sense of confidence."--

How to align all organisational units to the organisational strategy. Amplifies the ideas in the Balanced Scorecord and Strategy Maps.

Alan I. Abramowitz has emerged as a leading spokesman for the view that our current political divide is not confined to a small group of elites and activists but a key feature of the American social and cultural landscape. The polarization of the political and media elites, he argues, arose and persists because it accurately reflects the state of American society. Here, he goes further: the polarization is unique in modern U.S. history. Today’s party divide reflects an unprecedented alignment of many different divides: racial and ethnic, religious, ideological, and geographic. Abramowitz shows how the partisan alignment arose out of the breakup of the old New Deal coalition; introduces the most important difference between our current era and past eras, the rise of “negative partisanship”; explains how this phenomenon paved the way for the Trump presidency; and examines why our polarization could even grow deeper. This statistically based analysis shows that racial anxiety is by far a better predictor of support for Donald Trump than any other factor, including economic discontent.

"Clear, easy-to-read presentation of the importance of posture or body alignment with respect to appearance, maintaining physical functioning, and preventing muscle and joint pain and disability particularly as one grows older. Includes postural self-assessment and over one hundred exercises in various short menus to correct and maintain proper body alignment."

In Authentic Alignment: How Ancient Wisdom and Modern Science Can Revitalize Your Health, Happiness and Potential, Dr. Asha Prasad redirects our concept of health from the symptomatic to the foundational. True health is more than simply the absence of pain--it is nothing less than maximizing the hidden, almost limitless potential in each of us.

Rotating machinery is the heart of many industrial operations, but many engineers and technicians perform shaft alignment by guesswork or with limited knowledge of the tools and methods available to accurately and effectively align their machinery. Two decades ago, John Piotrowski conferred upon the field an unprecedented tool: the first edition of

The sequencing of the human genome involved thousands of scientists but used relatively few tools. Obtaining sequences is simpler, but aligning the sequences remains a complicated but underappreciated aspect of comparative molecular biology. This book discusses the practice of alignment, and the procedures by which alignments are established.

This book will show you how to diagnose problems in your team by focusing on the three outcomes of effective leadership: direction, alignment, and commitment.