There's a lot for chemistry. Plenty from MIT even. It's just a little harder to learn on your own (especially when just starting out) because most people really do need to do the physical experiments.

There are forums full of autodidacts messing around with chemistry just like the forums full of autodidacts messing around with programming/CS.