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How AI beat the game of Go

Olivia Meadows by Olivia Meadows
January 22, 2024
in Lifestyle
Reading Time: 3 mins read
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Game of Go

The Game of Go

The Game of Go is an ancient board game that originated in China over 2,000 years ago. It is played by two players who take turns placing black and white stones on a grid board. The objective of the game is to surround more territory than your opponent.

For many years, Go was considered to be a game that required human intuition and strategy. The complexity of the game, with its vast number of possible moves, made it a challenge for artificial intelligence (AI) to successfully play at a high level.

AlphaGo

In 2016, however, an AI called AlphaGo made headlines when it defeated a world champion Go player, Lee Sedol. AlphaGo was developed by DeepMind, a subsidiary of Google.

The development of AlphaGo was a breakthrough in the field of AI. It utilized deep neural networks and Monte Carlo tree search algorithms to analyze the game and make decisions. It was trained using a combination of supervised learning and reinforcement learning.

Training AlphaGo

To train AlphaGo, DeepMind used a large database of human Go games, which allowed the AI to learn from expert moves and strategies. The AI then played millions of games against itself to refine its play. This combination of learning from humans and self-play enabled AlphaGo to develop innovative strategies that were previously unknown to human players.

Through this process, AlphaGo became capable of analyzing the board, predicting the moves of its opponent, and deciding its own moves. Its ability to evaluate the possible outcomes of different moves allowed it to make strategic decisions that would maximize its chances of winning.

Defeating the World Champion

When AlphaGo faced off against Lee Sedol, the world champion Go player, it was a historic moment for AI. Many experts believed that the complexity and intuition required in Go made it unlikely for an AI to defeat a human world champion.

However, AlphaGo surprised everyone by winning four out of five games against Lee Sedol. The AI’s ability to analyze the countless possibilities and make strategic decisions gave it an edge over its human opponent.

The Impact of AlphaGo

The victory of AlphaGo had a significant impact on the field of AI and the wider world. It demonstrated the potential of AI to surpass human capabilities in complex tasks that were once thought to be exclusive to human intelligence.

After AlphaGo’s success, there was a surge of interest in AI and its applications. It inspired researchers and developers to explore new possibilities and push the boundaries of what AI can achieve.

Beyond Go

The success of AlphaGo in the game of Go paved the way for advancements in AI in various other fields. AI is now being used in areas such as healthcare, finance, transportation, and more.

The techniques and algorithms developed for AlphaGo are being applied to solve real-world problems and improve the efficiency and accuracy of various processes. AI is helping doctors diagnose diseases, predicting stock market trends, and optimizing transportation routes, among many other applications.

The Future of AI

The victory of AlphaGo marked a significant milestone in the development of AI. It showed that AI has the potential to not only match but exceed human intelligence in certain tasks.

As AI continues to advance, it is likely that we will see further breakthroughs in the field. AI has the potential to revolutionize various industries and improve our lives in many ways.

Tags: AlphaGoArtificial IntelligenceGame of Go
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