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WHY MACHINES LEARN

THE ELEGANT MATH BEHIND MODERN AI

A challenging and illuminating overview of how machine learning works.

A study of the concepts that power AI.

In this demanding but rewarding book, Ananthaswamy, author of The Man Who Wasn’t There, “explains the elegant mathematics and algorithms [behind]…machine learning, a type of AI that involves building machines that can learn to discern patterns in data without being explicitly programmed to do so.” With astute reference to principles from the disciplines of math, computer science, physics, and neuroscience, the author guides readers through the conceptual frameworks involved in the creation of AI. While it would be helpful to come to the book with a strong background in math (especially statistics and calculus), clear and detailed illustrations help make it accessible to anyone willing to immerse themselves in the material. Ananthaswamy makes the power of AI obvious, and his engaging case studies explore its emerging abilities in the generation of new media—text, images, video, and music—and contributions to discoveries in areas such as drug development and the dynamics of gene expression. The author also provides a vivid picture of how AI will continue to transform everyday activities and, very soon, revolutionize our social and economic lives. Ananthaswamy demonstrates how a profound merging of human activities with machine processes is already far along and will soon accelerate strikingly. The author could have offered a little more insight about these coming changes, though the introduction and epilogue do touch on pressing questions about the various risks of emerging technologies and how they might be mitigated. Familiarizing ourselves with what is at stake, the author rightly notes, is now an urgent personal and public responsibility: “It is only when we understand the inevitability of learning machines that we will be prepared to tackle a future in which AI is ubiquitous, for good and for bad.”

A challenging and illuminating overview of how machine learning works.

Pub Date: July 16, 2024

ISBN: 9780593185742

Page Count: 480

Publisher: Dutton

Review Posted Online: May 11, 2024

Kirkus Reviews Issue: June 15, 2024

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ELON MUSK

Alternately admiring and critical, unvarnished, and a closely detailed account of a troubled innovator.

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A warts-and-all portrait of the famed techno-entrepreneur—and the warts are nearly beyond counting.

To call Elon Musk (b. 1971) “mercurial” is to undervalue the term; to call him a genius is incorrect. Instead, Musk has a gift for leveraging the genius of others in order to make things work. When they don’t, writes eminent biographer Isaacson, it’s because the notoriously headstrong Musk is so sure of himself that he charges ahead against the advice of others: “He does not like to share power.” In this sharp-edged biography, the author likens Musk to an earlier biographical subject, Steve Jobs. Given Musk’s recent political turn, born of the me-first libertarianism of the very rich, however, Henry Ford also comes to mind. What emerges clearly is that Musk, who may or may not have Asperger’s syndrome (“Empathy did not come naturally”), has nurtured several obsessions for years, apart from a passion for the letter X as both a brand and personal name. He firmly believes that “all requirements should be treated as recommendations”; that it is his destiny to make humankind a multi-planetary civilization through innovations in space travel; that government is generally an impediment and that “the thought police are gaining power”; and that “a maniacal sense of urgency” should guide his businesses. That need for speed has led to undeniable successes in beating schedules and competitors, but it has also wrought disaster: One of the most telling anecdotes in the book concerns Musk’s “demon mode” order to relocate thousands of Twitter servers from Sacramento to Portland at breakneck speed, which trashed big parts of the system for months. To judge by Isaacson’s account, that may have been by design, for Musk’s idea of creative destruction seems to mean mostly chaos.

Alternately admiring and critical, unvarnished, and a closely detailed account of a troubled innovator.

Pub Date: Sept. 12, 2023

ISBN: 9781982181284

Page Count: 688

Publisher: Simon & Schuster

Review Posted Online: Sept. 12, 2023

Kirkus Reviews Issue: Oct. 15, 2023

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ON FREEDOM

An incisive, urgently relevant analysis of—and call to action on—America’s foundational ideal.

An examination of how the U.S. can revitalize its commitment to freedom.

In this ambitious study, Snyder, author of On Tyranny, The Road to Unfreedom, and other books, explores how American freedom might be reconceived not simply in negative terms—as freedom from coercion, especially by the state—but positive ones: the freedom to develop our human potential within sustaining communal structures. The author blends extensive personal reflections on his own evolving understanding of liberty with definitions of the concept by a range of philosophers, historians, politicians, and social activists. Americans, he explains, often wrongly assume that freedom simply means the removal of some barrier: “An individual is free, we think, when the government is out of the way. Negative freedom is our common sense.” In his careful and impassioned description of the profound implications of this conceptual limitation, Snyder provides a compelling account of the circumstances necessary for the realization of positive freedom, along with a set of detailed recommendations for specific sociopolitical reforms and policy initiatives. “We have to see freedom as positive, as beginning from virtues, as shared among people, and as built into institutions,” he writes. The author argues that it’s absurd to think of government as the enemy of freedom; instead, we ought to reimagine how a strong government might focus on creating the appropriate conditions for human flourishing and genuine liberty. Another essential and overlooked element of freedom is the fostering of a culture of solidarity, in which an awareness of and concern for the disadvantaged becomes a guiding virtue. Particularly striking and persuasive are the sections devoted to eviscerating the false promises of libertarianism, exposing the brutal injustices of the nation’s penitentiaries, and documenting the wide-ranging pathologies that flow from a tax system favoring the ultrawealthy.

An incisive, urgently relevant analysis of—and call to action on—America’s foundational ideal.

Pub Date: Sept. 17, 2024

ISBN: 9780593728727

Page Count: 368

Publisher: Crown

Review Posted Online: June 25, 2024

Kirkus Reviews Issue: Aug. 1, 2024

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