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5. Don't ever call yourself a "gaming expert" Games are an ever evolving field, so you will never be finished in your skillset, says Jennifer Schneidereit, game creator and co-founder of games studio Nyamyam.
By contrast, AlphaGo has no handcrafted knowledge, all the knowledge it has it's learned from expert games and through self-play.
There is a neural network for learning the value function, but also a neural network as a policy – it is trained both by imitation (on expert games) and by self-play.
AlphaGo first studied 30m positions from expert games of go, absorbing information on the state of play from board data, and then played against itself across 50 computers, improving with each iteration, using a technique known as reinforcement learning.
In AlphaGo the initial random rollout strategy is learned via supervised deep learning on a dataset of human expert games, and the value function is learned (online, with MCTS guiding the search) via convolutional neural networks (in some sense this corresponds to a very natural inductive bias for this game).
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The trays are barcoded and color-coded as if readied for an expert game of Tetris.
Epidiah Ravachol's indie RPG Swords Without Master is a brilliant example of such expert game making.
In an expert game, West signals with the spade nine to show an even number, and East knows what to do.
Accountant Richard Murphy lists some of the tricks that the more expert game-players use: 'Can we hide this expense in capital expenditure?
He is an expert game spotter, speaks impeccable English and seems genuinely interested in every form of life on the veldt, from the towering giraffe to the lowly dung beetle.
Watching it is a little like observing an expert game of Hollywood Jenga, or a neat twist on the Jean-Luc Godard maxim that all you need to make a movie is a girl and a gun.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com