Oscillator is a generalized term for an active circuit that produces a periodic waveform. Inverter is a specialized term for a system that contains an oscillator and produces large amounts of power(such as AC) from a source (like DC battery).
Amplifiers produce power gain. Transformers only produce voltage or current gain but not both. The output power is always less than the input power.