Actually, making some things with ML has become really easy, google auto ml image recognition, or the equivalent with azure and amazon gives you a website to upload tagged images and builds a model based on it. If the problem to solve it's not very complicated (let say, room type recognition) it just works. The only problem is if you try to apply that model in volume, prepare for the costs.
In my case, I train my model with them and download to use on our machines without having to touch any ML related code.
In my case, I train my model with them and download to use on our machines without having to touch any ML related code.