Can someone please suggest some projects on ai hardware for beginners, So that I can get an idea of what's going on in that field. Thank you

i think most interesting in the moment are analog multiplying designs with DAC and ADC for interfacing, and analog floating-gate FETS or ferroRAM cells as multiplying elements.