How to Beat 2048 with Artificial Intelligence

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In 2014, a small puzzle game named 2048 took the world by storm. It may seem like a simple game with easy-to-understand mechanics, but it’s incredibly challenging to master. Players have to slide tiles with matching numbers together to reach the elusive 2048 tile. The game is so popular that over 50 million people have downloaded it globally.

So, how do you beat 2048 without spending hours each day playing the game? The answer is Artificial Intelligence(AI). AI is an umbrella term that includes machine learning, natural language processing, and computer vision. In recent years, researchers have been using Artificial Intelligence to solve complex problems that were once impossible to solve.

To beat 2048, we can use AI to develop an algorithm that can tackle the game in real-time. Machine learning is typically used in developing such algorithms. Machine learning involves training a computer system to learn from data, allowing it to improve on tasks over time. In 2019, the first AI-powered 2048 player was developed by a group of researchers.

The algorithm used in this AI player learned to play 2048 by analyzing millions of game simulations. It uses a tree search algorithm to look ahead at possible future moves, selecting the most suitable one based on expected outcomes. The algorithm can also evaluate the game board’s position, giving it the ability to make the best possible move.

Researchers have also used deep learning to develop AI models that can solve 2048 puzzles. Deep learning is a subset of machine learning that uses Artificial Neural Networks (ANNs) to make decisions. Researchers have trained ANNs to determine how likely a move would result in a particular outcome, allowing them to make the best moves.

Using AI to beat 2048 is not just limited to machine learning and deep learning. Researchers have also explored other AI techniques such as heuristic search algorithms and genetic algorithms.

Conclusively, using AI to play 2048 is not only impressive, but it also provides valuable insights into how Artificial Intelligence can solve complex problems. The development of AI-powered 2048 players is just the beginning of the endless possibilities that AI can offer. By using AI, we can not only solve puzzles but also develop solutions to various practical problems. It’s no secret that AI is the future, and it’s amazing to see what it can do.