Yesterday Olga Tokarczuk (2018 Nobel Prize in Literature) said in an interview that when she thinks about literature, she no longer thinks about books!!! So, how should we effectively tell the most important story in predictive modelling i.e. We (MI2DataLab) are currently working on an exciting and interdisciplinary experiment combining a classic textbook with a comic book, combining a description of methods and software with a description of process, combining a description of a specific use-case about COVID-19 data analysis with universal best practices. These 52 page long teaching materials describe how to build a predictive model, compare the developed models, and use XAI to analyze them, plus a bonus -- how to deploy model with explanations in a similar form to https://crs19.pl/. The material is prepared as a starter for predictive modelling. The included code examples can be executed and experimented with on your own (the first version has examples in R, but there will be albo translation for Python).

Early reviews of the new documentary film ROADRUNNER about the late food mogul Anthony Bourdain were overwhelmingly positive. Upon its official release last week, though, it started to get some backlash particularly after filmmaker Morgan Neville said he used artificial intelligence technology to create some quotes in Anthony's voice. In an interview with The New Yorker, Neville explained how his team "created an A.I. model of his [Bourdain's] voice" because there were three quotes wanted for the film that had no previous recordings before. By sending a software company hours of recordings and footage, they were able to splice together these quotes in Anthony's voice. "If you watch the film, other than that line you mentioned, you probably don't know what the other lines are that were spoken by the A.I., and you're not going to know," Neville told The New Yorker: "We can have a documentary-ethics panel about it later."

One night last fall, unable to sleep, Joshua Barbeau logged onto a mysterious chat website called Project December. It was Sept. 24, around 3 a.m., and Joshua was on the couch, next to a bookcase crammed with board games and Dungeons & Dragons strategy guides. He lived in Bradford, Canada, a suburban town an hour north of Toronto, renting a basement apartment and speaking little to other people. A 33-year-old freelance writer, Joshua had existed in quasi-isolation for years before the pandemic, confined by bouts of anxiety and depression. Once a theater geek with dreams of being an actor, he supported himself by writing articles about D&D and selling them to gaming sites. Many days he left the apartment only to walk his dog, Chauncey, a black-and-white Border collie. Usually they went in the middle of the night, because Chauncey tended to get anxious around other dogs and people. They would pass dozens of dark, silent, middle-class homes. Then, back in the basement, Joshua would lay ...

TechRepublic's Karen Roby spoke with Jahanzaib Ansari, co-founder and CEO of Knockri, a behavioral skills assessment platform, about unconscious bias in artificial intelligence. The following is an edited transcript of their conversation. Karen Roby: I think what makes this really interesting and why I wanted to talk to you, Jahanzaib, is because your desire to create this company was rooted in your own personal story. Jahanzaib Ansari: I was actually applying to jobs and I wouldn't hear back from employers. I have a long, ethnic name, which is Jahanzaib, and so my co-founder, Maaz, is like, "Why don't you just anglicize it?"

Abstract--Language instruction plays an essential role in the natural language grounded navigation tasks. However, navigators trained with limited human-annotated instructions may have difficulties in accurately capturing key information from the complicated instruction at different timesteps, leading to poor navigation performance. In this paper, we exploit to train a more robust navigator which is capable of dynamically extracting crucial factors from the long instruction, by using an adversarial attacking paradigm. Specifically, we propose a Dynamic Reinforced Instruction Attacker (DR-Attacker), which learns to mislead the navigator to move to the wrong target by destroying the most instructive information in instructions at different timesteps. By formulating the perturbation generation as a Markov Decision Process, DR-Attacker is optimized by the reinforcement learning algorithm to generate perturbed instructions sequentially during the navigation, according to a learnable attack score. Then, the perturbed instructions, which serve as hard samples, are used for improving the robustness of the navigator with an effective adversarial training strategy and an auxiliary self-supervised reasoning task. Experimental results on both Vision-and-Language Navigation (VLN) and Navigation from Dialog History (NDH) tasks show the superiority of our proposed method over state-of-the-art methods. Moreover, the visualization analysis shows the effectiveness of the proposed DR-Attacker, which can successfully attack crucial information in the instructions at different timesteps.

Google has always been the master of AI and today, the CEO of Google himself stated in an interview with BBC that Artificial Intelligence is man's greatest discovery. For the leader of the technology giant," in the next 25 years artificial intelligence and quantum computing will completely revolutionize our lives" he stated. Pichai compared AI to other discoveries like fire and electricity, explaining the change it will bring will be just as profound. Artificial intelligence is indeed a technology that leverages human cognitive processes in machines. Google and Amazon already are making use of it to carry out certain processes because it is faster than humans and makes fewer mistakes.

Thank you for joining us the bossy bees. I'm sitting down with Albert miles today to talk about artificial intelligence, or AI. We're excited for all the amazing capabilities this technology will bring. But we're talking about some of the insidious ways in which it can be applied. Don't forget to check out the bossy bees on Patreon for exclusive content on this podcast. Want me to go ahead? My name is Albert Myles. And I am what they call a knowledge program manager in customer content services for a large tech company, located in RTP. And that's a fancy way of saying that I am responsible for ensuring that the knowledge that's captured in support and in the development and in side of customer content is transferred to other areas effectively and efficiently. At the end of the day, I tell people, I try to help our company, learn what it already knows. And I try to help us organize what we already know. And then I help us try to distribute what all everything that we know. And it's a very, very, very new program, but I'm having fun getting it launched. And that's where we started together, and you've taken it miles and miles and miles away from where it started. And you are, I think, you know, I really dislike you putting that title on yourself, because you do so much more than, like your, your knowledge is far beyond that. And it does come together. It really does come together nicely. In your job, you know, but I think that the reason you're, you know, program has gone so far is because you bring so much experience like what we're talking about today, like you, you have such an affinity and inclination for technology that it brings a lot to the table. And then also married to something that you and I are both pretty passionate about, which is diversity, inclusion, Justice type of stuff.

Satish Pala is the Chief Technology Officer (CTO) of Indium Software. His specialized skills include project management, requirements analysis, business intelligence, data warehousing, SDLC as well as solutions architecture. Satish is popularly known as an eclectic manager to work within the industry. He is one of the most diligent and technically strong performers with a humble demeanor. Indium Software is a technology solutions company providing deep expertise in digital and QA services to its global customers.

Ms. Kinstler is a doctoral candidate in rhetoric and has previously written about technology and culture. "Alexa, are we humans special among other living things?" One sunny day last June, I sat before my computer screen and posed this question to an Amazon device 800 miles away, in the Seattle home of an artificial intelligence researcher named Shanen Boettcher. But after some cajoling from Mr. Boettcher (Alexa was having trouble accessing a script that he had provided), she revised her response. "I believe that animals have souls, as do plants and even inanimate objects," she said. "But the divine essence of the human soul is what sets the human being above and apart. Mr. Boettcher, a former Microsoft general manager who is now pursuing a Ph.D. in artificial intelligence and spirituality at the University of St. Andrews in Scotland, asked me to rate Alexa's response on a scale from 1 to 7. I gave it a 3 -- I wasn't sure that we humans should be set "above and apart" from other ...

'Gutfeld!' panel debates whether CNN will change their coverage This is a rush transcript from "Gutfeld!," This copy may not be in its final form and may be updated. I want to protect free speech. No, we want people to be protected from disinformation, to be protected from dying in this country, to be protected from people like Donald Trump who spread this information for -- who love to make sure that the division and the death continues. That was a rough weekend, and not just for Kat. But at least she kept her clothes on unlike our other guests, Jimmy Failla. But it was a far worse weekend for CNN. First let's go to our roly-poly guacamole gossip goalie. See how bad it got unreliable fart noises. Here's Michael Wolff delivering that smack to the hack. You know, you become part of -- one of the parts of the problem of the media. You know, you come on here and you -- and you have a, you know, a monopoly on truth. You know, you know exactly how things are supposed to be done. You know, you are why one of the reasons people can't stand the media. You should see the rest of the world, buddy. Can I hear that chuckle again? But if that was a heavyweight fight, and it is because, you know, Stelter, it would have been stopped in the first 25 seconds. It got worse, meaning better, lots better. STELTER: It's -- how -- so what should I do differently, Michael? WOLFF: You know, don't talk so much. Listen more, you know, people have genuine problems with the media. The media doesn't get the story right.