Check the data sheet if you are not sure. I have tested several EEPROMs (25LC512, 25A512, 25LC640, 25LC040A) using various MCU boards, such as the ESP32 development board, WEMOS D1 mini (ESP8266) and ...

The audio amplifier is pretty straightforward, based on a typical application found in the data sheet. He put it all together on proto-board, although soldering the FM radio module was a bit tricky.