Edge AI device to run inference I'm trying to figure out what's the best way to get a trained model that does facial detection to run on a camera that's connected to a computer and perform inference.

Since I don't need the device to train the model, is there a low cost solution that can still do at least 10fps on a 1280x720 image?

Is there any device that can run the model and have camera and computer all built in a small device?

If not, any suggestion on what's the best way to put one together and deploy it in production environment?

Thanks!
Since you said detection, you could do this on OpenCV: HAAR Cascade Detection for faces. It's swift, and should fit your use case. I've seen such scripts running on small Tello drones and gets job done relatively well.

Definitely there is hardware built around for this purpose. Look for Nvidia Jetson Nano and Jetson TK1/TX1. It's got sufficient juice to take even 30fps IMO.