In 2014, DeepMind was acquired by Google after demonstrating striking results from software that used reinforcement learning to master simple video games. Over the next several years, DeepMind showed how the technique does things that once seemed uniquely human—often with superhuman skill. When AlphaGo beat Go champion Lee Sedol in 2016, many AI experts were stunned, because they had believed it would be decades before machines would become proficient at a game of such complexity.
Training a large language model like OpenAI’s GPT-4 involves feeding vast amounts of curated…
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