How to build an AI chess engine from scratch

If you are interested in chess or perhaps coding and programming your very own chess engine. You are sure to enjoy this quick guide and overview provided by Bartek Spitza. Programming a chess engine or chess computer is a complex task that necessitates a profound understanding of both chess and computer science. This process involves a series of meticulously planned steps, each contributing significantly to the overall functionality, efficiency, and effectiveness of the chess program.

The initial step in this intricate process is the representation of the chessboard and its pieces. This is achieved using a method known as the Bitboard technique. This technique uses a 64-bit integer to represent the chessboard, with each bit in the integer corresponding to a square on the chessboard. This provides a compact and efficient representation of the game state, offering a clear and concise snapshot of the current state of play.

How to build an AI chess engine from scratch

Other articles we have previously written you may find of interest on the subject of chess :

The Evaluation Function and Piece Value Assignment

After accurately representing the chessboard and its pieces, the next step involves evaluating the game’s state. This is done using an evaluation function, a vital component of the program that assesses a position’s strength. The function assigns numerical values to each chess piece, considering their worth in the game. For example, a queen, due to its superior mobility and power, might be assigned a higher value than a pawn.

Position Adjustment and Strength

The evaluation function also considers the pieces’ position on the board, a factor known as position adjustment. A piece’s value can change depending on its location on the board. For instance, a knight positioned on the board’s edge is less valuable than a knight situated in the center because it has fewer potential moves, thus limiting its potential game impact.

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Identifying the Optimal Chess Move

Minimax Algorithm and Game Tree Search

The program uses the minimax algorithm to identify the best possible move. This algorithm works by searching down the game tree, considering all possible moves and their potential outcomes. It operates under the assumption that the opponent will always make the move that minimizes the player’s maximum advantage, thereby ensuring the most strategic move is chosen.

Alpha-Beta Pruning: Enhancing the Search Process

To further enhance the search process, the program employs the alpha-beta pruning technique. This algorithm prunes, or eliminates, branches of the game tree that do not need to be searched because they cannot possibly influence the final decision. This significantly reduces the number of nodes that the program needs to evaluate, thereby increasing its efficiency and speed.

Predicting the Strategy

Recursion and Opponent’s Potential Moves

The program also uses recursion, a programming technique where a function calls itself, to explore the opponent’s potential moves. This allows the program to predict the opponent’s strategy and make the best possible move in response, providing a strategic advantage.

Optimizing and Refining the Chess Engine

While the program is already efficient due to the use of the minimax algorithm and alpha-beta pruning, there is always scope for further optimization. This could involve refining the evaluation function or implementing more advanced search techniques, thereby enhancing the program’s ability to compete effectively.

Programming a chess computer is a challenging task that requires a deep understanding of both chess and computer science. However, with the right techniques and algorithms, it is possible to create a program that can compete with human players at a high level. For further insights into the alpha-beta algorithm, consider watching a video by Sebastian Lague, a renowned programmer and chess enthusiast. Additionally, the Wikipedia page on chess programming provides a wealth of information on this fascinating subject, offering a comprehensive overview of the process and the techniques involved.

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