After validating the training pipeline, it is time to train a production YOLOv5 for Vancouver Watching (vanwatch) . First, let’s create an instance, # local abcli instance \ from_image \ g4dn.8xlarge \ - \ image=abcli-g4dn Then, log into the machine, and update it, # local abcli ssh ec2 abcli git pull; abcli init abcli env memory Now, let’s train a model, abcli select 722-2022-11-06-v5 vanwatch train \ classes=person,epochs=16,size=yolov5m abcli publish .