Mish: A Self Regularized Non-Monotonic Neural Activation Function - Shows improvement over swish in some cases. Gradient Centralization: A New Optimization Technique for Deep Neural Networks - Basically just makes the mean of all weights excluding output layer to 0 E-Swish - [1801.07145] E-swish: Adjusting Activations to Different Network Depths - Adds a term to swish and shows that in some cases a parameterized swish provides better results. On the Variance of the Adaptive Learning Rate and Beyond - Uses smaller learning rates in first few epochs essentially just to get enough samples so that the variance of adaptive LR doesn't explode and causes detrimental learn rates in the first few steps. Lookahead Optimizer: k steps forward, 1 step back - maintains two optimizers/weights, one with a larger and more reactive learn rate, one with a smaller more stable learn rate.

Lucy Hale at The CW's Summer 2019 TCA Party, sponsored by BEN (Photo by Jean Baptiste ... [ ] Lacroix/WireImage) Product placement just ain't what it used to be--and boy, is that a good thing. What originated as an old-school Hollywood function to beat housewives over the head with brand names and'must-have' products, has transformed into a modern, data-driven marketing tool that works for everyone involved. For years, BEN, a Bill Gates-owned product placement agency, has been at the forefront. As one of the first companies to utilize AI to identify, match and facilitate product placement opportunities across film, TV, music videos and social media, you will not only see their work everywhere, but not see it everywhere. Historically, they're behind some of the most iconic placements in Austin Powers, Forrest Gump, and ET, but more recent placements range from the adorably obvious (the family eating Cheerios in The Marvelous Mrs. Maisel) to the unexpectedly inconspicuous (see: flipped Chevrolets in Deadpool or Microsoft phones in Get Out).

We have often seen Sci-Fi movies powered by computer-simulated reality bring a dystopian future alive to reel life. In a step ahead, an AI (artificial intelligence) robot Erica is all set to star in a movie titled "b" which began filming in Japan in 2019 and is expected wrap up in Europe by June 2021. Erica's, big break "b" is backed by Bondit Capital Media, which produced Loving Vincent and To the Bone. The other co-producers financing "b" includes New York's 10Ten Media and Happy Moon Productions. "b" is the brainchild of visual effects supervisor Eric Pham, Tarek Zohdy, and Sam Khoze, and explores the journey of an artificially intelligent woman, Erica, who is playing herself.

Fox News Flash top entertainment and celebrity headlines are here. Check out what's clicking today in entertainment. Warner Bros. has once again delayed the release of the Christopher Nolan-directed film "Tenet" amid reported cases of the novel coronavirus surging. The studio announced the decision on Thursday, stressing the need for flexibility. The sci-fi thriller, which stars John David Washington and Robert Pattinson, will now be released on Wednesday, Aug. 12.

Twitter users had some fun on Friday upon seeing that tweets that contained the words "frequency" and "oxygen" were automatically slapped with a coronavirus fact-check label. The tech giant has been cracking down in recent months on tweets it perceives as spreading misinformation, most notably the fact-check it had placed on President Trump's tweets on mail-in voting. However, Twitter raised eyebrows when it labeled any tweet that had the two words "frequency" and "oxygen" with label that read "Get the facts about COVID-19," which takes users to a page from May 11 addressing a conspiracy theory that 5G technology was responsible for the spread of the virus. Many took the opportunity to get creative with tweets that prompted the automatic labeling. NEWSWEEK MOCKED FOR CLAIMING CONSERVATIVES ARE'WEAPONIZING' CANCEL CULTURE TO'TAME ANTI-TRUMP CELEBRITIES' "This is a fun new meme," journalist Tim Pool began.

The Verge is a place where you can consider the future. In Yesterday's Future, we revisit a movie about the future and consider the things it tells us about today, tomorrow, and yesterday. The future: A.I. begins with a brief summary of the sorry state of the world: climate change has melted the polar ice caps, wiping out coastal cities and severely reducing the human population. With regulations in place for reproduction on a resource-starved planet, corporations developed Mecha -- androids that appear human but lack emotions. They're seen as objects -- useful for labor or sex work, just human enough to not be strange but machine enough to not mistake them for people.

If you thought creative jobs like acting would be among the last to be taken over by AI-powered robots, think again, as'b', the world's first film to feature an AI robot in the lead role was just announced. The upcoming film, which reportedly revolves around "a scientist who discovers dangers associated with a program he created to perfect human DNA and helps the artificially intelligent woman he designed (Erica) escape," stars Erica, a humanoid robot powered by artificial intelligence which is also conveniently immune to the highly contagious novel coronavirus. Developed by Japanese scientists Hiroshi Ishiguro and Kohei Ogawa as part of their robotics studies, Erica was taught to act by applying the principles of method acting to artificial intelligence. "In other methods of acting, actors involve their own life experiences in the role," Sam Khoze, a producer and writer on the film, told The Hollywood Reporter. "But Erica has no life experiences. She was created from scratch to play the role. We had to simulate her motions and emotions through one-on-one sessions, such as controlling the speed of her movements, talking through her feelings and coaching character development and body language."

Disco Elysium has been a critical hit in the game world, and now it's poised to reach a wider audience. Developer ZA/UM and production house Dj2 Entertainment have unveiled plans for a TV series based on the detective RPG. It's still very early and doesn't have a distributor or even a writing team, but Dj2 is meeting potential writers in hopes of pitching the show later in 2020. The ingredients are there for a promising series, at least. DE revolves around a detective trying to solve a crime that could provoke a civil war.

As with nearly every element of the healthcare system, applications of machine learning and artificial intelligence (AI) have also been transformed by …

In particular, IOSCO noted that regulators are increasingly focused on the use and control of AI and machine learning in the financial markets to …