“What does it imply to have kids see themselves as being builders of AI applied sciences and never simply customers?” says Shruti.
This system begins out through the use of a pair of cube to display probabilistic considering, a system of decision-making that accounts for uncertainty. Probabilistic considering underlies the LLMs of as we speak, which predict the most certainly subsequent phrase in a sentence. By educating an idea prefer it, this system may help to demystify the workings of LLMs for teenagers and help them in understanding that generally the mannequin’s decisions are usually not excellent however the results of a collection of possibilities.
College students can modify both sides of the cube to no matter variable they need. After which they’ll change how doubtless both sides is to come back up once you roll them. Luca thinks it might be “actually cool” to include this function into the design of a Pokémon-like sport he’s engaged on. However it could actually additionally display some essential realities about AI.
Let’s say a trainer wished to coach college students about how bias comes up in AI fashions. The youngsters might be informed to create a pair of cube after which set both sides to a hand of a unique pores and skin shade. At first, they may set the likelihood of a white hand at 100%, reflecting a hypothetical scenario the place there are solely pictures of white folks within the information set. When the AI is requested to generate a visible, it produces solely white arms.
Then the trainer can have the children enhance the share of different pores and skin colours, simulating a extra various information set. The AI mannequin now produces arms of various pores and skin colours.
“It was attention-grabbing utilizing Little Language Fashions, as a result of it makes AI into one thing small [where the students] can grasp what’s happening,” says Helen Mastico, a center faculty librarian in Quincy, Massachusetts, who taught a gaggle of eighth graders to make use of this system.
“You begin to see, ‘Oh, that is how bias creeps in,’” says Shruti. “It supplies a wealthy context for educators to start out speaking about and for teenagers to think about, principally, how these items scale to actually huge ranges.”