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If Black occupies one of these points, as in Diagram 15, the white stone would be in atari. The result is shown in Diagram It is also possible to capture two or more stones if you occupy all their liberties.

In Diagram 18, there are three positions in which two white stones are in atari. Black captures these stones with 1 in Diagram The results are shown in Diagram Any number of stones making up any kind of shape can be captured if all their liberties are occupied.

In Diagram 21, there are four different positions. Black 1 captures twelve stones in the upper left, four stones in the lower left, three stones in the upper right and three stones in the lower right.

When you capture stones in a game, you put them in your prisoner pile. Then, at the end of the game, these captured stones are placed inside your opponent's territory.

Let's look at a game to see how this actually works. After Black plays 3 in Figure 7, White makes an invasion inside Black's sphere of influence with 4.

White 10 ataris the black stone at 7. Therefore, black connects at 11 in Figure 8, but White ataris again at The marked stone cannot be rescued, so Black has to sacrifice it.

He plays his own atari with 13 in Figure 9. White then captures with 14 and Black ataris two white stones with With 16 in Figure 10, White maps out the territory on the left side, and Black expands his territory on the right side with 17 to The moves from White 22 to Black 24 are the same kind of endgame sequence we saw in Figure 4 of the first game.

White 26 forces Black to capture two white stones with Next, the moves at White 28 and 30 each reduce Black's territory by one point.

Black 31 ataris the two white stones at 26 and 30, so White must connect at 32 to save them. David Silver, Aja Huang, et al. Nature David Silver, Julian Schrittwieser, et al.

David Silver, Thomas Hubert, et al. Science Julian Schrittwieser, Ioannis Antonoglou, et al. Research AlphaGo. Making history AlphaGo is the first computer program to defeat a professional human Go player, the first to defeat a Go world champion, and is arguably the strongest Go player in history.

The challenge Go is known as the most challenging classical game for artificial intelligence because of its complexity. What is Go? Our approach To capture the intuitive aspect of the game, we needed a new approach.

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Their distribution is randomized on each new spin. Learning to play is easy, but learning to play well requires much study and practice. The best way to learn, especially at the beginning, is simply to play games and become familiar with the patterns.

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