An intriguing exploration of AI, which is advancing faster than—well, than we are.
The latest examination of the problems and pitfalls of artificial intelligence.
Computer scientist Christian begins this technically rich but accessible discussion of AI with a very real problem: When programming an algorithm to teach a machine analogies and substitutions, researchers discovered that the phrase “man – doctor + woman” came back with the answer “nurse” while “shopkeeper – man + woman” came back with “housewife.” An algorithm designed to examine and label photographs returned the caption “gorillas” when it depicted two African Americans. It happened that one of those men was a programmer himself, and he said, “It’s not even the algorithm at fault. It did exactly what it was designed to do.” In other words, the algorithm is returning human biases, just as algorithms do when examining criminal records that often lead to machine-assisted recommendations for sentencing that overwhelmingly give Whites lighter punishments than Blacks and Latinos and color calibration programs for TVs and movie screens that are indexed to white skin. So how to teach machines to be reliable and bias-free? Christian considers models of human learning, such as those developed by Jean Piaget, whom Christian finds off on a couple of key assumptions but still a useful guide. He recalls that Alan Turing wondered why machine-learning programs were geared as if the machines were adults instead of children. Children, of course, learn by mistakes and accidents and by emulating adult doings “that would lead to the interesting result,” but can a machine? On that score, Christian ponders how self-driving vehicles are taught how to be autonomous, making decisions that are logical—but logical to a machine mind, not a human one. “Perhaps, rather than painstakingly trying to hand-code the things we care about,” writes the author, “we should develop machines that simply observe human behavior and infer our values and desires from that—a task easier said than done.
An intriguing exploration of AI, which is advancing faster than—well, than we are.Pub Date: Oct. 6, 2020
ISBN: 978-0-393-63582-9
Page Count: 356
Publisher: Norton
Review Posted Online: July 15, 2020
Kirkus Reviews Issue: Aug. 15, 2020
BOOK REVIEW
BOOK REVIEW
A frank and funny but uneven essay collection about neurodiversity.
An experimental, illustrated essay collection that questions neurotypical definitions of what is normal.
From a young age, writer and comedian Myers has been different. In addition to coping with obsessive compulsive disorder and panic attacks, she struggled to read basic social cues. During a round of seven minutes in heaven—a game in which two players spend seven minutes in a closet and are expected to kiss—Myers misread the romantic advances of her best friend and longtime crush, Marley. In Paris, she accidentally invited a sex worker to join her friends for “board games and beer,” thinking he was simply a random stranger who happened to be hitting on her. In community college, a stranger’s request for a pen spiraled her into a panic attack but resulted in a tentative friendship. When the author moved to Australia, she began taking notes on her colleagues in an effort to know them better. As the author says to her co-worker, Tabitha, “there are unspoken social contracts within a workplace that—by some miracle—everyone else already understands, and I don’t….When things Go Without Saying, they Never Get Said, and sometimes people need you to Say Those Things So They Understand What The Hell Is Going On.” At its best, Myers’ prose is vulnerable and humorous, capturing characterization in small but consequential life moments, and her illustrations beautifully complement the text. Unfortunately, the author’s tendency toward unnecessary capitalization and experimental forms is often unsuccessful, breaking the book’s otherwise steady rhythm.
A frank and funny but uneven essay collection about neurodiversity.Pub Date: Oct. 28, 2025
ISBN: 9780063381308
Page Count: 272
Publisher: Morrow/HarperCollins
Review Posted Online: Sept. 12, 2025
Kirkus Reviews Issue: Oct. 15, 2025
A pleasure for fans of old-school historical narratives.
Avuncular observations on matters historical from the late popularizer of the past.
McCullough made a fine career of storytelling his way through past events and the great men (and occasional woman) of long-ago American history. In that regard, to say nothing of his eschewing modern technology in favor of the typewriter (“I love the way the bell rings every time I swing the carriage lever”), he might be thought of as belonging to a past age himself. In this set of occasional pieces, including various speeches and genial essays on what to read and how to write, he strikes a strong tone as an old-fashioned moralist: “Indifference to history isn’t just ignorant, it’s rude,” he thunders. “It’s a form of ingratitude.” There are some charming reminiscences in here. One concerns cajoling his way into a meeting with Arthur Schlesinger in order to pitch a speech to presidential candidate John F. Kennedy: Where Richard Nixon “has no character and no convictions,” he opined, Kennedy “is appealing to our best instincts.” McCullough allows that it wasn’t the strongest of ideas, but Schlesinger told him to write up a speech anyway, and when it got to Kennedy, “he gave a speech in which there was one paragraph that had once sentence written by me.” Some of McCullough’s appreciations here are of writers who are not much read these days, such as Herman Wouk and Paul Horgan; a long piece concerns a president who’s been largely lost in the shuffle too, Harry Truman, whose decision to drop the atomic bomb on Japan McCullough defends. At his best here, McCullough uses history as a way to orient thinking about the present, and with luck to good ends: “I am a short-range pessimist and a long-range optimist. I sincerely believe that we may be on the way to a very different and far better time.”
A pleasure for fans of old-school historical narratives.Pub Date: Sept. 16, 2025
ISBN: 9781668098998
Page Count: 208
Publisher: Simon & Schuster
Review Posted Online: June 26, 2025
Kirkus Reviews Issue: Aug. 1, 2025
SEEN & HEARD
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