What do you mean by 'the best'? Deeper architectures are popular because they quiet easy to train. They do work well in practice on many tasks (especially vision) but they have their limits.
Infinite wide networks are a newly active field and has recently shown some promising results, theoretically [1, 2] and empirically [3].
Yeah, this is actually quite funny. You can also watch it on iTunes. Are Amazon and Apple exceptions with respect to selling your information? (I'm genuinely asking)