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Expert Voices

Augmenting human creativity

Our expert voices conversation about computers and creativity.

Human creativity has always evolved symbiotically with tools. New technologies such as ink and canvas let us create writing and painting. Well-tempered instruments allow us to explore music in multiple keys. Computers help us invent the digital arts, from the stunning visuals of a blockbuster movie to the thumping bass of an electronic dance party.

What's next: AI is the next step in the coevolution of tools and creativity. We can train these systems on thousands of examples of music and visual art until they learn common patterns, which can then be used by people as high-level controls with semantic meaning. Machine learning models can now blend different famous artistic styles, interactively manipulate sketch drawings, extend melodic compositions, and explore the sounds between instruments, discovering new sounds and sonic textures. In other words, AI algorithms are not just a set of new tools, but a new way to make new tools. Bottom Line: Artificial intelligence will transform the creative process of humans not by replacing human ingenuity, but by augmenting it with smarter tools that enable new avenues of expression.

Other voices in the conversation:

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Jonathan Swan
1 hour ago - Politics & Policy
Off the Rails

Episode 4: Trump turns on Barr

Photo illustration: Eniola Odetunde/Axios. Photos: Drew Angerer, Pool/Getty Images

Beginning on election night 2020 and continuing through his final days in office, Donald Trump unraveled and dragged America with him, to the point that his followers sacked the U.S. Capitol with two weeks left in his term. Axios takes you inside the collapse of a president with a special series.

Episode 4: Trump torches what is arguably the most consequential relationship in his Cabinet.

Attorney General Bill Barr stood behind a chair in the private dining room next to the Oval Office, looming over Donald Trump. The president sat at the head of the table. It was Dec. 1, nearly a month after the election, and Barr had some sharp advice to get off his chest. The president's theories about a stolen election, Barr told Trump, were "bullshit."

Go deeper (6 min. read)Arrow
Rebecca Falconer
6 hours ago - Politics & Policy

In photos: Protests outside fortified capitols draw only small groups

Armed members of the far-right extremist group the Boogaloo Bois near the Michigan Capitol Building in Lansing on Jan. 17. About 20 protesters showed up, AP notes. Photo: Seth Herald/AFP via Getty Images

Small groups of protesters gathered outside fortified statehouses across the U.S. over the weekend ahead of President-elect Joe Biden's inauguration Wednesday.

The big picture: Some protests attracted armed members of far-right extremist groups but there were no reports of clashes, as had been feared. The National Guard and law enforcement outnumbered demonstrators, as security was heightened around the U.S. to avoid a repeat of the Jan. 6 U.S. Capitol riots, per AP.

See photos (<1 min. read)Arrow
Felix Salmon, author of Capital
9 hours ago - World

China's economy grows 6.5% in Q4 as country rebounds from coronavirus

A technician installs and checks service robots to be be used for food and medicine delivery in Jiaxing, Zhejiang Province, China, on Sunday. Photo: Hu Xuejun/VCG via Getty Images

China's economy grew at a 6.5% pace in the final quarter of 2020, the national statistics bureau announced Monday local time, topping off a year in which it grew in three of four quarters and by 2.3% in total.

Why it matters: No other major economy managed positive growth in 2020. Although the COVID-19 pandemic was first detected in China, the country got the virus under control and became one of the main positive drivers of the global economy even as the rest of the world was largely under lockdown.

Go deeper (<1 min. read)Arrow