One of the key challenges of deep reinforcement learning models—the kind of AI systems that have mastered Go, StarCraft 2, and other games—is their inability to generalize their capabilities beyond their training domain. This limit makes it very hard to apply these systems to real-world settings, where situations are much more complicated and unpredictable than the environments where AI models are trained. But scientists at AI research lab DeepMind claim to have taken the “first steps to train an agent capable of playing many different games without needing human interaction data,” according to ablog postabout their new “open-ended learning” initiative....

DeepMind, the UK-based, Google sister-company, has released a groundbreaking map of human protein structures developed with its breakthrough AI systems. That’s right, the company thattaught AI to defeat humanity’s greatest chess and Go mastershas turned its attentions to the greater good. And scientifically speaking, this is really good. What is protein-mapping and what do board games have to do with any of this? It’s really complex, but here’s the gist: proteins are the worker bees inside living cells....

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