Earlier this fall, A.I. ethicist Timnit Gebru submitted a paper for consideration at an academic conference about predictive language models: on their environmental cost, and how they could learn racist and sexist language and also spread misinformation. Since she was working for Google, the company first wanted to review the paper--which Gebru wrote with several of her colleagues--and sign off on it. She was then told by senior managers that the paper didn't meet Google's publication bar, and that she should retract it or remove the names of Google employees. Gebru wanted more clarity on why they wanted it retracted and said that if Google couldn't provide that information, she would resign. This kicked off a few days of wrangling and several intense emails--until a manager emailed Gebru's boss, saying they had accepted her resignation.

It was only a year ago that we convened in southern California for AIMed19 with over 600 of us in attendance, and not one of us would have predicted that it was to be the last such gathering for most of us for a long while. This year, in the spirit of celebrating artificial intelligence during the COVID-19 pandemic, we launched the AIMed AI Champions Awards in several categories during the week-long virtual sessions focused on the hot topics of this year of artificial intelligence in healthcare. The first topic of the week was Education of AI in Healthcare. This session had an inspiring gathering of clinicians at all levels of education of artificial intelligence. The winner of the AI Champion Rising Star award, Dr. Addison Gearhart, eloquently stated that she did not allow her lack of formal artificial intelligence education to be a deterrent in creatively using it as a resource for completing projects and building programs.

To gain an insight into these and other essential 2021 trends for businesses, Digital Journal caught up with Robert Prigge, CEO of Jumio. Addressing bias in AI algorithms will be a top priority causing guidelines to be rolled out for machine learning support of ethnicity for facial recognition. Prigge explains: "Enterprises are becoming increasingly concerned about demographic bias in AI algorithms (race, age, gender) and its effect on their brand and potential to raise legal issues. Evaluating how vendors address demographic bias will become a top priority when selecting identity proofing solutions in 2021." Prigge adds: "According to Gartner, more than 95 percent of RFPs for document-centric identity proofing (comparing a government-issued ID to a selfie) will contain clear requirements regarding minimizing demographic bias by 2022, an increase from fewer than 15 percent today. Organizations will increasingly need to have clear answers to organizations who want to know how a vendor's AI "black box" was built, where the data originated from and how representative the training data is to the broader population being served."

The past week was a momentous occasion for protein structure prediction, structural biology at large, and in due time, may prove to be so for the whole of life sciences. CASP14, the conference for the biennial competition for the prediction of protein structure from sequence, took place virtually over multiple remote working platforms. DeepMind, Google's premier AI research group, entered the competition as they did the previous time, when they upended expectations of what an industrial research lab can do. The outcome this time was very, very different however. At CASP13 DeepMind made an impressive showing with AlphaFold but was ultimately within the bounds of the usual expectations of academic progress, albeit at an accelerated rate. At CASP14 DeepMind produced an advance so thorough it compelled CASP organizers to declare the protein structure prediction problem for single protein chains to be solved. In my read of most CASP14 attendees (virtual as it was), I sense that this was ...

Cheryl Cran is a future of work expert and founder of NextMapping. She is a globally known Hall of Fame Keynote Speaker and has a long term successful track record with clients that include small, medium and Fortune 500's businesses. She has also been named as #1 Future of Work Influencer. She is also the author of over 5 books, on business and leadership. Bringing with her vast experience, we are happy to have someone of her stature on our interview series today. We have the pleasure of welcoming Cheryl Cran today to our interview series. Before we begin, just a quick intro of PeopleHum. We run the peopleHum blog and video channel which receives upwards of 200,000 visitors a year and publish around 2 interviews with well-known names globally, every month. Welcome, Cheryl, we're thrilled to have you.

Back in February, when AI conferences were still held in-person, Turing Award winners Geoffrey Hinton, Yann LeCun and Yoshua Bengio shared a stage in New York at an AAAI event, which Syncedcovered in detail. LeCun told the audience that, after decades of skepticism, he had finally joined Hinton in support of the idea that self-supervised learning may usher in AI's next revolution. Unlike supervised learning, which requires manual data-labelling, self-supervised learning (SSL) is an approach that can automatically generate labels. Recent improvements in self-supervised training methods have established SSL as a serious alternative to traditional supervised training. Google's language representation model ALBERT for example utilizes a self-supervised training framework to leverage large amounts of text. It's no surprise then that NeurIPS 2020 (the Conference on Neural Information Processing Systems) would find itself at the forefront of this trend.

This story will continue to be updated. It's a big night for video games, where the top achievements will be honored at The Game Awards, which will be broadcast live online from Los Angeles, London and Tokyo. Nominated for the top award, Game of the Year, is "The Last Of Us Part II," "Hades," "The Ghost of Tsushima," "Animal Crossing: New Horizons," "Doom Eternal," and "Final Fantasy VII Remake." Among other games that raked in multiple nominations: the Sony PlayStation 4 exclusive "The Last Of Us Part II," released in June, earned the most (10). "Hades," a PC game also released for the Nintendo Switch in September, earned eight, while "The Ghost of Tsushima," released in July, got seven.

I propose a new tool to characterize the resolution of uncertainty around FOMC press conferences. It relies on the construction of a measure capturing the level of discussion complexity between the Fed Chair and reporters during the Q&A sessions. I show that complex discussions are associated with higher equity returns and a drop in realized volatility. The method creates an attention score by quantifying how much the Chair needs to rely on reading internal documents to be able to answer a question. This is accomplished by building a novel dataset of video images of the press conferences and leveraging recent deep learning algorithms from computer vision. This alternative data provides new information on nonverbal communication that cannot be extracted from the widely analyzed FOMC transcripts. This paper can be seen as a proof of concept that certain videos contain valuable information for the study of financial markets.

Fox News contributor Karl Rove reacts to Trump blasting the media and Big Tech for being'massively corrupt.' WASHINGTON – Congressman-elect Jay Obernolte, a 50-year-old who is a video game developer by trade, will be a bit of an outlier in Congress. That's because members of Congress are not necessarily known as a technologically savvy bunch. This reputation has been earned by many awkward moments and stumbles by members when discussing tech, including in a 2018 hearing when Rep. Steve Cohen, D-Tenn., told Alphabet CEO Sundar Pichai, "I use your apparatus often," referring to Google, the search engine. But Obernolte – whose company FarSight Studios creates games for a variety of platforms ranging from PlayStation to iOS – said that, with the right approach, Congress can and should effectively address major tech issues ranging from net neutrality to Section 230. "I actually think that sometimes we get caught up in jargon from a technological standpoint, which is not helpful because I don't think the technology is unapproachable," he told Fox News in an interview.

As artificial intelligence (AI) becomes ubiquitous in fields such as medicine, education and security, there are significant ethical and technical challenges to overcome. While the credits to Star Wars drew to a close in a 1970s cinema, 10-year-old Cynthia Breazeal remained fixated on C-3PO, the anxious robot. "Typically, when you saw robots in science fiction, they were mindless, but in Star Wars they had rich personalities and could form friendships," says Breazeal, associate director of the Massachusetts Institute of Technology (MIT) Media Lab in Cambridge, Massachusetts. "I assumed these robots would never exist in my lifetime." A pioneer of social robotics and human–robot interaction, Breazeal has made a career of conceptualizing and building robots with personality.