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Will RL take over Deep Convolutional Networks as having the best results?!

I think they are parallel and can be used together, like Deep Reinforcement Learning.

I think they are parallel and can be used together

Yep:

That's a sequential use. They got the initial strategy with DL, and made it stronger with MCTS