The article describes a GitHub repository for a free book titled "Neural Networks For Chess," which explores deep-learning techniques in chess, including the workings of engines like AlphaZero and Stockfish NNUE. The book covers various fundamental topics in neural networks, classical search techniques, and offers practical implementation guidance through examples. The author encourages readers to contribute feedback and provides resources for setting up the necessary programming environment.