Re:Google A.I. researchers develop alternative architecture ...
by inverse_pi on Friday November 10, 2017 @05:05PM
(#15673445)
not necessarily. The convergence point can be and will probably be sub-optimal if we keep doing this without a mathematical framework guiding us.
Re:Google A.I. researchers develop alternative architecture ...
by zardo on Friday November 10, 2017 @05:13PM
(#15673505)
So long as you never stop trying random things, you are guaranteed to find a global optimum... as time->inf
Not a very useful guarantee, but that's theoretical guarantees for you.
I think as a whole, the community is executing a distributed epsilon-greedy montecarlo search, which is theoretically guaranteed to converge on an optimal policy eventually.