Difference between audio files on sound systems

Have any of you experimented with the difference between .mp3's, .wav's, .flac's, .aac's, etc. On your sound systems, if so could you inform me on the differences, and if any sound better than others? I'm planning on switching from streaming to audio files for my music digestion, and any information would be appreciated.