Tommy drew a lot of inspiration from Chet Atkins who was really the pioneer of the bass+guitar "one hand band" style of playing. Tommy just improved on it a lot, adding more rhythmic elements, but to your point, yes, he was largely self-taught and driven to learn.

A good interview on his background: https://www.youtube.com/watch?v=py4T1qv9bnQ