Lossy and lossless
MP3, M4A and OGG throw away sound the ear is unlikely to miss, which is why they are small. WAV and FLAC keep everything; FLAC is the same sound as WAV in roughly half the space. Converting MP3 to WAV does not bring anything back: it makes a large file that sounds exactly like the MP3.