Group items tagged

"This type of approach can speed up learning times and improve the efficiency of algorithms, says Max Jaderberg at Google's AI company DeepMind. The company used a similar technique last year to teach an AI to explore a virtual maze. Its algorithm learned much more quickly than conventional reinforcement learning approaches. "Our agent is far quicker and requires a lot less experience from the world to train, making it much more data efficient," he says."

"Automating teaching is an example of a task that would require artificial general intelligence (as opposed to narrow or specific intelligence). In other words, this is the kind of task that would require an AI that understands natural human language, can be empathetic towards emotions, plan, strategize and make impactful decisions under unpredictable circumstances."

"Robots will begin replacing teachers in the classroom within the next 10 years as part of a revolution in one-to-one learning, a leading educationist has predicted. Sir Anthony Seldon, vice-chancellor of the University of Buckingham, said intelligent machines that adapt to suit the learning styles of individual children would soon render traditional academic teaching all but redundant."

"But a newsroom rebellion ended her tenure before it began. A group of employees wrote a letter protesting against her appointment because of several tweets she had written ten years earlier, when she was herself a teen. In them Ms McCammond reported Googling how to avoid waking up with "swollen, Asian eyes". She complained about the lack of an explanation for a poor mark in chemistry: "thanks a lot stupid Asian T.A. [teaching assistant]". She had apologised for these comments in the past, but a killing in Georgia on March 16th, in which six of the eight victims were Asian women, made them look even worse. Two days later Ms McCammond took to Twitter again-to say that she had agreed to renounce the Teen Vogue job."

"But BERT, which is now being deployed in services like Google's internet search engine, has a problem: It could be picking up on biases in the way a child mimics the bad behavior of his parents. BERT is one of a number of A.I. systems that learn from lots and lots of digitized information, as varied as old books, Wikipedia entries and news articles."

"Game players-like drivers-often have to reach conclusions without full understanding of what the other players-or drivers-are doing. So more researchers are applying game theory to train self-driving cars how to act in uncertain situations."

"Creating an algorithm that discriminates or shows bias isn't as hard as it might seem, however. As a first-year graduate student, my advisor asked me to create a machine-learning algorithm to analyze a survey sent to United States physics instructors about teaching computer programming in their courses."

"Drowning in literature? Scientists often must manage research, teaching, and acquiring funding, and more. It can be hard to find time to read new papers in the field. It can also help non-specialists who are reading complicated papers and struggling to find the gist. Using this tool, you can enter a paper's abstract. The site will then generate a short summary. "The free tool, which creates what the team calls TLDRs (the common Internet acronym for 'Too long, didn't read'), was activated this week for search results at Semantic Scholar, a search engine created by the non-profit Allen Institute for Artificial Intelligence (AI2) in Seattle, Washington."

"Staying on the subject of "we live in a dystopian digital hellscape": a Gizmodo investigation identified 32 data brokers selling access to the unique mobile IDs of people pegged as "actively pregnant" or "shopping for maternity products". At least one company was also offering access to a catalogue of people using the same sorts of emergency contraceptives that some Republican's want to outlaw or restrict."

"In this future, teachers assisted in marking and lesson planning by LLMs would be left with more much-needed time to focus on other elements of their work. However, in a bid to cut costs, the "teaching" of lessons could also be delegated to machines, robbing teachers and students of human interaction. "Of course, that will be for the less well-off students," Luckin says. "The more well-off students will still have lots of lovely one-to-one human interactions, alongside some very smartly integrated AI." Luckin instead advocates a future in which technology eases teachers' workloads but does not disrupt their pastoral care - or disproportionately affect students in poorer areas. "That human interaction is something to be cherished, not thrown out," she says."

"Fluent in Digital Culture - Not Academic Tools"

"The news was not lost on IBM and prompted the company to create the PC and Mitch Kapor to write the Lotus 1-2-3 spreadsheet program for it. Eventually, Microsoft wrote its own version and called it Excel, which now runs on every machine in every office in the developed world. It went from being an intriguing but useful augmentation of human capabilities to being a mundane accessory - not to mention the reason why Kat Norton (aka "Miss Excel") allegedly pulls in six-figure sums a day from teaching Excel tricks on TikTok. The odds are that someone, somewhere is planning to do that with ChatGPT. And using the bot to write the scripts."

Great article - that gets to the heart of the ITGS syllabus...

How cool is this - great advertisement for the power of the net....

"There's a certain irony that, in fields outside of computer science, plagiarism is a sign that you didn't understand the question. Within computer science, the opposite is true. Not only have you found an acceptable solution, you've understood it enough to use it within the parameters of your own project."

"Learning from rewards seems like the simplest thing. I make coffee, I sip coffee, I'm happy. My brain registers "brewing coffee" as an action that leads to a reward. That's the guiding insight behind deep reinforcement learning, a family of algorithms that famously smashed most of Atari's gaming catalog and triumphed over humans in strategy games like Go. Here, an AI "agent" explores the game, trying out different actions and registering ones that let it win."

"Students on online courses report insufficient interaction and familiarity with their instructors and a lack of motivation. Feedback in one study included: "I want a real teacher", "I prefer a course taught by a human" and "There is no instructor personality interjected into the course". So, how do instructors overcome this perception and ensure students view them as "present" in online courses? "