It's not to say ML has no value, but predicting molecular behavior, even in the simplest system is really dam hard.
Wheb you only under 10% of the factors influencing behavior, ML doesn't get you far.
I remember working with some computational scientists:"just put a methyl group on this nitrogen and we should increase binding by 100x!".
So we make the molecule, give it to the biologists and find out binding is actually 1000x worse!
It's not to say ML has no value, but predicting molecular behavior, even in the simplest system is really dam hard.
Wheb you only under 10% of the factors influencing behavior, ML doesn't get you far.