LeetCUDA is a learning-focused CUDA tutorial aimed at beginners, providing annotated implementations of GPU kernels including half-precision matrix multiplication (HGEMM), flash attention using tensor cores with pure MMA PTX, and various CUDA programming patterns. The content is structured around PyTorch integration and covers topics like TF32/F16/BF16/F8 precision formats used in deep learning workloads.