The RCA Mark II Sound Synthesizer was the first programmable electronic synthesizer that was the size of a room and contained hundreds of vacuum tubes. Robert Moog would use recently available silicon transistors.
Moog Synthesizer
Synthesizers generate audio through methods including subtractive synthesis, additive synthesis, and frequency modulation synthesis.