I don't know the specific lesson, but when I have played that song, I have used only power chords, and not specific major/minor chords.
So it looks like the song is in A minor. However, if some of the chords are as you say, A major and D major, the use of the A minor pentatonic over the top of these chords would give it a real blues/rock sound.