Google’s decision to part ways with a prominent researcher laid bare divisions within the company’s artificial intelligence unit and subjected its leader, the lauded software engineer Jeff Dean, to widespread scorn.
Timnit Gebru, a renowned scientist and one of the few black women in AI, said last Wednesday she was fired over an email she wrote expressing dismay with management and the way it handled a review of her research.
Ms Gebru had been co-head of the team examining the ethical ramifications of AI.
What followed was a torrent of criticism aimed at Google’s AI division.
“The termination is an act of retaliation against Dr Gebru and it heralds danger for people working for ethical and just AI – especially black people and people of colour – across Google,” a group of hundreds of academics and researchers, many of them Google employees, wrote in an open letter.
Among their demands were that Mr Dean and his colleagues explain their decisions concerning Ms Gebru’s research.
The fallout threatens to tarnish the reputation of one of the industry’s leading research shops, a division of Alphabet's Google that aids development of lucrative products and contributes significantly to the world’s understanding of AI.
In a company brimming with computer scientists, few have been as revered as Mr Dean.
He oversees a sprawling research empire and has publicly championed more diverse hiring in AI and computer science.
His programming prowess became the subject of corporate lore and glowing press coverage, including one article that called him the “Chuck Norris of the internet”.
“Ousting Timnit for having the audacity to demand research integrity severely undermines Google’s credibility for supporting rigorous research on AI ethics,” said Joy Buolamwini, the founder of the Algorithmic Justice League, who wrote a ground-breaking paper with Ms Gebru on racism in facial recognition software.
The widely quoted 2018 study showed facial recognition software misidentified dark-skinned women as much as 35 per cent of the time – compared with near precision in white men.
Mr Dean and Google representatives did not respond to requests for comment. In an email to colleagues on Thursday, Mr Dean defended his handling of the matter.
He wrote in part that Ms Gebru had not followed company policy in submitting the paper for peer review, that it ignored “too much relevant research”, and that she and colleagues made unrealistic demands when informed “that it didn’t meet our bar for publication”.
Under Mr Dean, Google has assembled a diverse group of AI ethics scientists with backgrounds in tech and social science, but some of those employees are now wondering if they are free to do their jobs.
Inside Google’s research unit, several people openly questioned their future at the company, while others felt compelled to apologise to recently hired researchers, a source said.
The controversy came to a head last Wednesday, when Ms Gebru, the co-lead of Google’s Ethical Artificial Intelligence unit, posted on Twitter about her dismissal.
She said the company had demanded she retract a research paper she co-wrote that criticised computer language models, including methods Google uses for its search engine and voice assistant.
In an email to colleagues earlier in the week, Ms Gebru accused Mr Dean’s division of not hiring enough women and silencing employees from marginalised groups.
She told her colleagues to stop working “because it doesn’t make a difference”. In a subsequent message to Ms Gebru, Google quoted that email as “inconsistent with the expectations of a Google manager”.
In his email to staff, Mr Dean said he accepted Ms Gebru’s resignation after declining to meet her demands about the unpublished research paper.
He also mentioned her comments in support of a stopwork. “Please don’t,” the executive pleaded.
Mr Dean’s email did not go over well. On Twitter, Alex Hanna, a researcher on Google’ s Ethical AI team, accused Mr Dean of “spreading misinformation and misconstruals” in the email.
“I’m extremely disappointed in JeffDean today,” Kelly Ellis, a former Google engineer who now works at MailChimp, wrote on Twitter.
“Shame on you, Jeff Dean. I naively expected more from you,” said Eddie Kay, another former Google engineer.
Mr Dean joined Google in 1999 and climbed its ranks – he is now one of select senior vice presidents – largely on his software engineering ability.
In 2018, he was named the head of Google’s AI unit, widely considered the global leader in cutting-edge efforts such as speech detection and image recognition.
[Gebru] is an incredibly respected leader in this field. By pushing her out, Google is losing a major asset
Soon, though, that job entailed dealing with controversies.
That year, Google staff rebelled against the company’s work on an AI project for the Pentagon.
Researchers at the company also spoke out about how bias in AI unfairly targeted people of colour in several instances, from Google’s Photo app to the algorithms used in bank loans and police work.
Since then, Google released a set of ethical guidelines for its AI, including barring facial recognition for surveillance.
The tech giant set up advisory councils, which struggled to function. It hired a handful of experts like Ms Gebru, who had worked at Microsoft, and paid them to research topics around AI and ethics.
Ms Gebru was one of five Google staff listed on the research paper at the heart of her dismissal, along with two outside researchers.
Emily Bender, a linguist from the University of Washington who co-wrote the research, said she did not know about the issues Google had with it.
“[Ms Gebru] is an incredibly respected leader in this field,” Ms Bender said. “By pushing her out, Google is losing a major asset.”
In the past two years, several internal critics of Google’s approach to AI and ethics have left the company.]
Last Thursday, staff on Mr Dean’s unit referred to these departures as a sign of the low morale on the team.
“The chilling effects of the decisions behind-the-scenes continue to haunt me,” Margaret Mitchell, co-head of the ethical AI team, wrote in an email.
Mr Dean took a more calibrated tone about the most recent exit.
“I know we all genuinely share Timnit’s passion to make AI more equitable and inclusive,” he wrote in the email to his staff.
“No doubt, wherever she goes after Google, she’ll do great work and I look forward to reading her papers and seeing what she accomplishes.”
Mercer, the investment consulting arm of US services company Marsh & McLennan, expects its wealth division to at least double its assets under management (AUM) in the Middle East as wealth in the region continues to grow despite economic headwinds, a company official said.
Mercer Wealth, which globally has $160 billion in AUM, plans to boost its AUM in the region to $2-$3bn in the next 2-3 years from the present $1bn, said Yasir AbuShaban, a Dubai-based principal with Mercer Wealth.
“Within the next two to three years, we are looking at reaching $2 to $3 billion as a conservative estimate and we do see an opportunity to do so,” said Mr AbuShaban.
Mercer does not directly make investments, but allocates clients’ money they have discretion to, to professional asset managers. They also provide advice to clients.
“We have buying power. We can negotiate on their (client’s) behalf with asset managers to provide them lower fees than they otherwise would have to get on their own,” he added.
Mercer Wealth’s clients include sovereign wealth funds, family offices, and insurance companies among others.
From its office in Dubai, Mercer also looks after Africa, India and Turkey, where they also see opportunity for growth.
Wealth creation in Middle East and Africa (MEA) grew 8.5 per cent to $8.1 trillion last year from $7.5tn in 2015, higher than last year’s global average of 6 per cent and the second-highest growth in a region after Asia-Pacific which grew 9.9 per cent, according to consultancy Boston Consulting Group (BCG). In the region, where wealth grew just 1.9 per cent in 2015 compared with 2014, a pickup in oil prices has helped in wealth generation.
BCG is forecasting MEA wealth will rise to $12tn by 2021, growing at an annual average of 8 per cent.
Drivers of wealth generation in the region will be split evenly between new wealth creation and growth of performance of existing assets, according to BCG.
Another general trend in the region is clients’ looking for a comprehensive approach to investing, according to Mr AbuShaban.
“Institutional investors or some of the families are seeing a slowdown in the available capital they have to invest and in that sense they are looking at optimizing the way they manage their portfolios and making sure they are not investing haphazardly and different parts of their investment are working together,” said Mr AbuShaban.
Some clients also have a higher appetite for risk, given the low interest-rate environment that does not provide enough yield for some institutional investors. These clients are keen to invest in illiquid assets, such as private equity and infrastructure.
“What we have seen is a desire for higher returns in what has been a low-return environment specifically in various fixed income or bonds,” he said.
“In this environment, we have seen a de facto increase in the risk that clients are taking in things like illiquid investments, private equity investments, infrastructure and private debt, those kind of investments were higher illiquidity results in incrementally higher returns.”
The Abu Dhabi Investment Authority, one of the largest sovereign wealth funds, said in its 2016 report that has gradually increased its exposure in direct private equity and private credit transactions, mainly in Asian markets and especially in China and India. The authority’s private equity department focused on structured equities owing to “their defensive characteristics.”
The specs
Engine: 4-litre twin-turbo V8
Transmission: eight-speed PDK
Power: 630bhp
Torque: 820Nm
Price: Dh683,200
On sale: now
Sunday:
GP3 race: 12:10pm
Formula 2 race: 1:35pm
Formula 1 race: 5:10pm
Performance: Guns N' Roses
Some of Darwish's last words
"They see their tomorrows slipping out of their reach. And though it seems to them that everything outside this reality is heaven, yet they do not want to go to that heaven. They stay, because they are afflicted with hope." - Mahmoud Darwish, to attendees of the Palestine Festival of Literature, 2008
His life in brief: Born in a village near Galilee, he lived in exile for most of his life and started writing poetry after high school. He was arrested several times by Israel for what were deemed to be inciteful poems. Most of his work focused on the love and yearning for his homeland, and he was regarded the Palestinian poet of resistance. Over the course of his life, he published more than 30 poetry collections and books of prose, with his work translated into more than 20 languages. Many of his poems were set to music by Arab composers, most significantly Marcel Khalife. Darwish died on August 9, 2008 after undergoing heart surgery in the United States. He was later buried in Ramallah where a shrine was erected in his honour.
Killing of Qassem Suleimani
UAE v Gibraltar
What: International friendly
When: 7pm kick off
Where: Rugby Park, Dubai Sports City
Admission: Free
Online: The match will be broadcast live on Dubai Exiles’ Facebook page
UAE squad: Lucas Waddington (Dubai Exiles), Gio Fourie (Exiles), Craig Nutt (Abu Dhabi Harlequins), Phil Brady (Harlequins), Daniel Perry (Dubai Hurricanes), Esekaia Dranibota (Harlequins), Matt Mills (Exiles), Jaen Botes (Exiles), Kristian Stinson (Exiles), Murray Reason (Abu Dhabi Saracens), Dave Knight (Hurricanes), Ross Samson (Jebel Ali Dragons), DuRandt Gerber (Exiles), Saki Naisau (Dragons), Andrew Powell (Hurricanes), Emosi Vacanau (Harlequins), Niko Volavola (Dragons), Matt Richards (Dragons), Luke Stevenson (Harlequins), Josh Ives (Dubai Sports City Eagles), Sean Stevens (Saracens), Thinus Steyn (Exiles)
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Greenwood (21), Martial (33), Rashford (49)
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