Abstract: Highlights•Introduce Kazakh handwritten text recognition research, a comprehensive dataset of Kazakh handwritten texts is necessary.•Genetic Algorithm (GA) for line and word segmentation based on random enumeration of a parameter.•Implemented state-of-the-art deep learning-based methods for table detection to create several strong baselines.•Solve a handwritten Kazakh interpretation task using well-known RNN models, such as Flor, Abdallah, Bluche, and Puigcerver HTR models.
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