This repository provides a complete PyTorch implementation of YOLOV8 (You Only Look Once), a real-time object detection model. It includes model architecture definitions, training scripts supporting multiple optimizers (Adam, SGD), learning rate schedulers (step, cosine), multi-GPU training, and evaluation on COCO with mAP metrics. Users can train custom object detection models on their own datasets.