You can get a Coral TPU for 40 bucks or so.
You can get an AMD APU with a NN-inference-optimized tile for under 200.
Training can be done with any relatively modern GPU, with varying efficiency and capacity depending on how much you want to spend.
What price point are you trying to hit?