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.”
Tips for newlyweds to better manage finances
All couples are unique and have to create a financial blueprint that is most suitable for their relationship, says Vijay Valecha, chief investment officer at Century Financial. He offers his top five tips for couples to better manage their finances.
Discuss your assets and debts: When married, it’s important to understand each other’s personal financial situation. It’s necessary to know upfront what each party brings to the table, as debts and assets affect spending habits and joint loan qualifications. Discussing all aspects of their finances as a couple prevents anyone from being blindsided later.
Decide on the financial/saving goals: Spouses should independently list their top goals and share their lists with one another to shape a joint plan. Writing down clear goals will help them determine how much to save each month, how much to put aside for short-term goals, and how they will reach their long-term financial goals.
Set a budget: A budget can keep the couple be mindful of their income and expenses. With a monthly budget, couples will know exactly how much they can spend in a category each month, how much they have to work with and what spending areas need to be evaluated.
Decide who manages what: When it comes to handling finances, it’s a good idea to decide who manages what. For example, one person might take on the day-to-day bills, while the other tackles long-term investments and retirement plans.
Money date nights: Talking about money should be a healthy, ongoing conversation and couples should not wait for something to go wrong. They should set time aside every month to talk about future financial decisions and see the progress they’ve made together towards accomplishing their goals.
Ant-Man and the Wasp
Director: Peyton Reed
Starring: Paul Rudd, Evangeline Lilly, Michael Douglas
Three stars
NEW%20PRICING%20SCHEME%20FOR%20APPLE%20MUSIC%2C%20TV%2B%20AND%20ONE
%3Cp%3E%3Cstrong%3EApple%20Music%3Cbr%3EMonthly%20individual%3A%20%3C%2Fstrong%3E%2410.99%20(from%20%249.99)%3Cstrong%3E%3Cbr%3EMonthly%20family%3A%20%3C%2Fstrong%3E%2416.99%20(from%20%2414.99)%3Cstrong%3E%3Cbr%3EIndividual%20annual%3A%20%3C%2Fstrong%3E%24109%20(from%20%2499)%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EApple%20TV%2B%3Cbr%3EMonthly%3A%20%3C%2Fstrong%3E%246.99%20(from%20%244.99)%3Cstrong%3E%3Cbr%3EAnnual%3A%20%3C%2Fstrong%3E%2469%20(from%20%2449.99)%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EApple%20One%3Cbr%3EMonthly%20individual%3A%20%3C%2Fstrong%3E%2416.95%20(from%20%2414.95)%3Cstrong%3E%3Cbr%3EMonthly%20family%3A%20%3C%2Fstrong%3E%2422.95%20(from%20%2419.95)%3Cstrong%3E%3Cbr%3EMonthly%20premier%3A%20%3C%2Fstrong%3E%2432.95%20(from%20%2429.95)%3C%2Fp%3E%0A
UAE currency: the story behind the money in your pockets
UFC Fight Night 2
1am – Early prelims
2am – Prelims
4am-7am – Main card
7:30am-9am – press cons
Engine: 80 kWh four-wheel-drive
Transmission: eight-speed automatic
Power: 402bhp
Torque: 760Nm
Price: From Dh280,000
Dhadak 2
Director: Shazia Iqbal
Starring: Siddhant Chaturvedi, Triptii Dimri
Rating: 1/5
Results
%3Cp%3E%3Cstrong%3EStage%206%3A%3C%2Fstrong%3E%3Cbr%3E1.%20Tim%20Merlier%20(BEL)%20Soudal%20Quick-Step%20%E2%80%93%203hrs%2041min%2012sec.%3Cbr%3E2.%20Sam%20Bennett%20(GBR)%20Bora%20%E2%80%93%20Hansgrohe%20%E2%80%93%20ST%3Cbr%3E3.%20Dylan%20Groenewegen%20(NED)%20Team%20Jayco%20Alula%20%E2%80%93%20ST%3Cbr%3E%3Cstrong%3EGeneral%20classification%3A%3C%2Fstrong%3E%3Cbr%3E1.%20Remco%20Evenepoel%20(BEL)%20Soudal%20Quick-Step%3Cbr%3E2.%20Lucas%20Plapp%20(AUS)%20Ineos%20Grenaders%20%E2%80%93%209sec%3Cbr%3E3.%20Pello%20Bilbao%20(ESP)%20Bahrain%20Victorious%20%E2%80%93%2013sec%3C%2Fp%3E%0A
China and the UAE agree comprehensive strategic partnership
China and the UAE forged even closer links between the two countries during the landmark state visit after finalising a ten-point agreement on a range of issues, from international affairs to the economy and trade and renewable energy.
1. Politics: The two countries agreed to support each other on issues of security and to work together on regional and international challenges. The nations also confirmed that the number of high-level state visits between China and the UAE will increase.
2. Economy: The UAE offers its full support to China's Belt and Road Initiative, which will combine a land 'economic belt" and a "maritime silk road" that will link China with the Arabian Gulf as well as Southeast, South and Central China, North Africa and, eventually, Europe.
3. Business and innovation: The two nations are committed to exploring new partnerships in sectors such as Artificial Intelligence, energy, the aviation and transport industries and have vowed to build economic co-operation through the UAE-China Business Committee.
4. Education, science and technology: The Partnership Programme between Arab countries in Science and Technology will encourage young Emirati scientists to conduct research in China, while the nations will work together on the peaceful use of nuclear energy, renewable energy and space projects.
5. Renewable energy and water: The two countries will partner to develop renewable energy schemes and work to reduce climate change. The nations have also reiterated their support for the Abu Dhabi-based International Renewable Energy Agency.
6. Oil and gas: The UAE and China will work in partnership in the crude oil trade and the exploration and development of oil and natural gas resources.
7. Military and law enforcement and security fields: Joint training will take place between the Chinese and UAE armed forces, while the two nations will step up efforts to combat terrorism and organised crime.
8. Culture and humanitarian issues: Joint cultural projects will be developed and partnerships will be cultivated on the preservation of heritage, contemporary art and tourism.
9. Movement between countries: China and the UAE made clear their intent to encourage travel between the countries through a wide-ranging visa waiver agreement.
10. Implementing the strategic partnership: The Intergovernmental Co-operation Committee, established last year, will be used to ensure the objectives of the partnership are implemented.
COMPANY PROFILE
Founders: Sebastian Stefan, Sebastian Morar and Claudia Pacurar
Based: Dubai, UAE
Founded: 2014
Number of employees: 36
Sector: Logistics
Raised: $2.5 million
Investors: DP World, Prime Venture Partners and family offices in Saudi Arabia and the UAE
The specs
Engine: 2.0-litre 4cyl turbo
Power: 261hp at 5,500rpm
Torque: 405Nm at 1,750-3,500rpm
Transmission: 9-speed auto
Fuel consumption: 6.9L/100km
On sale: Now
Price: From Dh117,059
How to help
Send “thenational” to the following numbers or call the hotline on: 0502955999
2289 – Dh10
2252 – Dh 50
6025 – Dh20
6027 – Dh 100
6026 – Dh 200
Mohammed bin Zayed Majlis
The Lowdown
Kesari
Rating: 2.5/5 stars
Produced by: Dharma Productions, Azure Entertainment
Directed by: Anubhav Singh
Cast: Akshay Kumar, Parineeti Chopra
SPEC%20SHEET
%3Cp%3E%3Cstrong%3EProcessor%3A%3C%2Fstrong%3E%20Apple%20M2%2C%208-core%20CPU%2C%20up%20to%2010-core%20CPU%2C%2016-core%20Neural%20Engine%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EDisplay%3A%3C%2Fstrong%3E%2013.6-inch%20Liquid%20Retina%2C%202560%20x%201664%2C%20224ppi%2C%20500%20nits%2C%20True%20Tone%2C%20wide%20colour%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EMemory%3A%3C%2Fstrong%3E%208%2F16%2F24GB%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EStorage%3A%3C%2Fstrong%3E%20256%2F512GB%20%2F%201%2F2TB%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EI%2FO%3A%3C%2Fstrong%3E%20Thunderbolt%203%20(2)%2C%203.5mm%20audio%2C%20Touch%20ID%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EConnectivity%3A%3C%2Fstrong%3E%20Wi-Fi%206%2C%20Bluetooth%205.0%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EBattery%3A%3C%2Fstrong%3E%2052.6Wh%20lithium-polymer%2C%20up%20to%2018%20hours%2C%20MagSafe%20charging%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3ECamera%3A%3C%2Fstrong%3E%201080p%20FaceTime%20HD%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EVideo%3A%3C%2Fstrong%3E%20Support%20for%20Apple%20ProRes%2C%20HDR%20with%20Dolby%20Vision%2C%20HDR10%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EAudio%3A%3C%2Fstrong%3E%204-speaker%20system%2C%20wide%20stereo%2C%20support%20for%20Dolby%20Atmos%2C%20Spatial%20Audio%20and%20dynamic%20head%20tracking%20(with%20AirPods)%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EColours%3A%3C%2Fstrong%3E%20Silver%2C%20space%20grey%2C%20starlight%2C%20midnight%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EIn%20the%20box%3A%3C%2Fstrong%3E%20MacBook%20Air%2C%2030W%20or%2035W%20dual-port%20power%20adapter%2C%20USB-C-to-MagSafe%20cable%3C%2Fp%3E%0A%3Cp%3E%3Cstrong%3EPrice%3A%3C%2Fstrong%3E%20From%20Dh4%2C999%3C%2Fp%3E%0A
Match info
Premier League
Manchester United 2 (Martial 30', Lingard 69')
Arsenal 2 (Mustafi 26', Rojo 68' OG)
Need to know
When: October 17 until November 10
Cost: Entry is free but some events require prior registration
Where: Various locations including National Theatre (Abu Dhabi), Abu Dhabi Cultural Center, Zayed University Promenade, Beach Rotana (Abu Dhabi), Vox Cinemas at Yas Mall, Sharjah Youth Center
What: The Korea Festival will feature art exhibitions, a B-boy dance show, a mini K-pop concert, traditional dance and music performances, food tastings, a beauty seminar, and more.
For more information: www.koreafestivaluae.com
Mubalada World Tennis Championship 2018 schedule
Thursday December 27
Men's quarter-finals
Kevin Anderson v Hyeon Chung 4pm
Dominic Thiem v Karen Khachanov 6pm
Women's exhibition
Serena Williams v Venus Williams 8pm
Friday December 28
5th place play-off 3pm
Men's semi-finals
Rafael Nadal v Anderson/Chung 5pm
Novak Djokovic v Thiem/Khachanov 7pm
Saturday December 29
3rd place play-off 5pm
Men's final 7pm
Tour de France
When: July 7-29
UAE Team Emirates:
Dan Martin, Alexander Kristoff, Darwin Atapuma, Marco Marcato, Kristijan Durasek, Oliviero Troia, Roberto Ferrari and Rory Sutherland
Where to buy
Limited-edition art prints of The Sofa Series: Sultani can be acquired from Reem El Mutwalli at www.reemelmutwalli.com
Mohammed bin Zayed Majlis
Infiniti QX80 specs
Engine: twin-turbocharged 3.5-liter V6
Power: 450hp
Torque: 700Nm
Price: From Dh450,000, Autograph model from Dh510,000
Available: Now
Padmaavat
Director: Sanjay Leela Bhansali
Starring: Ranveer Singh, Deepika Padukone, Shahid Kapoor, Jim Sarbh
3.5/5
Brief scores:
Toss: Nepal, chose to field
UAE 153-6: Shaiman (59), Usman (30); Regmi 2-23
Nepal 132-7: Jora 53 not out; Zahoor 2-17
Result: UAE won by 21 runs
Series: UAE lead 1-0
Email sent to Uber team from chief executive Dara Khosrowshahi
From: Dara
To: Team@
Date: March 25, 2019 at 11:45pm PT
Subj: Accelerating in the Middle East
Five years ago, Uber launched in the Middle East. It was the start of an incredible journey, with millions of riders and drivers finding new ways to move and work in a dynamic region that’s become so important to Uber. Now Pakistan is one of our fastest-growing markets in the world, women are driving with Uber across Saudi Arabia, and we chose Cairo to launch our first Uber Bus product late last year.
Today we are taking the next step in this journey—well, it’s more like a leap, and a big one: in a few minutes, we’ll announce that we’ve agreed to acquire Careem. Importantly, we intend to operate Careem independently, under the leadership of co-founder and current CEO Mudassir Sheikha. I’ve gotten to know both co-founders, Mudassir and Magnus Olsson, and what they have built is truly extraordinary. They are first-class entrepreneurs who share our platform vision and, like us, have launched a wide range of products—from digital payments to food delivery—to serve consumers.
I expect many of you will ask how we arrived at this structure, meaning allowing Careem to maintain an independent brand and operate separately. After careful consideration, we decided that this framework has the advantage of letting us build new products and try new ideas across not one, but two, strong brands, with strong operators within each. Over time, by integrating parts of our networks, we can operate more efficiently, achieve even lower wait times, expand new products like high-capacity vehicles and payments, and quicken the already remarkable pace of innovation in the region.
This acquisition is subject to regulatory approval in various countries, which we don’t expect before Q1 2020. Until then, nothing changes. And since both companies will continue to largely operate separately after the acquisition, very little will change in either teams’ day-to-day operations post-close. Today’s news is a testament to the incredible business our team has worked so hard to build.
It’s a great day for the Middle East, for the region’s thriving tech sector, for Careem, and for Uber.
Uber on,
Dara
The five pillars of Islam
Killing of Qassem Suleimani
Results:
5pm: Conditions (PA) Dh80,000 1,400m | Winner: AF Tahoonah, Richard Mullen (jockey), Ernst Oertel (trainer)
5.30pm: Handicap (TB) Dh90,000 1,400m | Winner: Ajwad, Gerald Avranche, Rashed Bouresly
6pm: Maiden (PA) Dh80,000 1,600m | Winner: RB Lam Tara, Fabrice Veron, Eric Lemartinel
6.30pm: Handicap (PA) Dh80,000 1,600m | Winner: Duc De Faust, Szczepan Mazur, Younis Al Kalbani
7pm: Wathba Stallions Cup (PA) Dh70,000 2,200m | Winner: Shareef KB, Fabrice Veron, Ernst Oertel
7.30pm: Handicap (PA) Dh90,000 1,500m | Winner: Bainoona, Pat Cosgrave, Eric Lemartinel
Abu Dhabi Equestrian Club race card
5pm: Abu Dhabi Fillies Classic (PA) Prestige; Dh110,000; 1,400m
5.30pm: Abu Dhabi Colts Classic (PA) Prestige; Dh110,000; 1,400m
6pm: Maiden (PA); Dh80,000; 1,600m
6.30pm: Abu Dhabi Championship (PA) Listed; Dh180,000; 1,600m
7pm: Wathba Stallions Cup (PA) Handicap; Dh70,000; 2,200m
7.30pm: Handicap (PA); Dh100,000; 2,400m
Sun jukebox
Rufus Thomas, Bear Cat (The Answer to Hound Dog) (1953)
This rip-off of Leiber/Stoller’s early rock stomper brought a lawsuit against Phillips and necessitated Presley’s premature sale to RCA.
Elvis Presley, Mystery Train (1955)
The B-side of Presley’s final single for Sun bops with a drummer-less groove.
Johnny Cash and the Tennessee Two, Folsom Prison Blues (1955)
Originally recorded for Sun, Cash’s signature tune was performed for inmates of the titular prison 13 years later.
Carl Perkins, Blue Suede Shoes (1956)
Within a month of Sun’s February release Elvis had his version out on RCA.
Roy Orbison, Ooby Dooby (1956)
An essential piece of irreverent juvenilia from Orbison.
Jerry Lee Lewis, Great Balls of Fire (1957)
Lee’s trademark anthem is one of the era’s best-remembered – and best-selling – songs.
UAE currency: the story behind the money in your pockets
Three ways to boost your credit score
Marwan Lutfi says the core fundamentals that drive better payment behaviour and can improve your credit score are:
1. Make sure you make your payments on time;
2. Limit the number of products you borrow on: the more loans and credit cards you have, the more it will affect your credit score;
3. Don't max out all your debts: how much you maximise those credit facilities will have an impact. If you have five credit cards and utilise 90 per cent of that credit, it will negatively affect your score.
How Apple's credit card works
The Apple Card looks different from a traditional credit card — there's no number on the front and the users' name is etched in metal. The card expands the company's digital Apple Pay services, marrying the physical card to a virtual one and integrating both with the iPhone. Its attributes include quick sign-up, elimination of most fees, strong security protections and cash back.
What does it cost?
Apple says there are no fees associated with the card. That means no late fee, no annual fee, no international fee and no over-the-limit fees. It also said it aims to have among the lowest interest rates in the industry. Users must have an iPhone to use the card, which comes at a cost. But they will earn cash back on their purchases — 3 per cent on Apple purchases, 2 per cent on those with the virtual card and 1 per cent with the physical card. Apple says it is the only card to provide those rewards in real time, so that cash earned can be used immediately.
What will the interest rate be?
The card doesn't come out until summer but Apple has said that as of March, the variable annual percentage rate on the card could be anywhere from 13.24 per cent to 24.24 per cent based on creditworthiness. That's in line with the rest of the market, according to analysts
What about security?
The physical card has no numbers so purchases are made with the embedded chip and the digital version lives in your Apple Wallet on your phone, where it's protected by fingerprints or facial recognition. That means that even if someone steals your phone, they won't be able to use the card to buy things.
Is it easy to use?
Apple says users will be able to sign up for the card in the Wallet app on their iPhone and begin using it almost immediately. It also tracks spending on the phone in a more user-friendly format, eliminating some of the gibberish that fills a traditional credit card statement. Plus it includes some budgeting tools, such as tracking spending and providing estimates of how much interest could be charged on a purchase to help people make an informed decision.
* Associated Press