In what ways a machine learning model can be trained/improved using video games?

  • @zlatiah
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    1 day ago

    Conventional AI/ML: I… don’t think so, unless they are models specially designed for playing games (with extreme examples being the likes of AlphaZero for chess/shogi/go). Actually I guess you could say that whatever DeepMind was doing was technically training/improving their models using video games? Case in point, their innovation on AlphaZero led to AlphaFold (which literally got a Nobel Prize) and the recent weather prediction tool

    Generative AI: The field seems to have a major existential crisis due to running out of high-quality training data. So maybe there would be a way to use games to augment training data? I’m not an expert in Generative AI/LLM training so I’m not sure of the details

    AGI: I’m certain an AGI model can be improved using video games but I don’t think researchers even remotely have a concept of how to build an AGI model yet