YOLO is a object detection algorithm. It can detect object faster.
You can use any GPU free enviroment like COLAB or Kaggle
Run this commend
!git clone https://github.com/ultralytics/yolov5
!cd yolov5
!pip install -r requirements.txt
You have to lable your data i have used Make sense for labeling data and download text file which contains class name and coordinate.
You can refer Github page of yolov5