YAD2K implements the YOLO_v2 (You Only Look Once) object detection architecture by converting Darknet model weights and configuration files into Keras format. The converter handles the different layer definitions and weight storage conventions between the two frameworks, enabling users to run YOLO_v2 inference in a Keras/TensorFlow environment. The repository includes test scripts to validate the converted model on images.