Current technology doesn't look very promising unless we somehow come up with a "computer" architecture that is similarly scalable and energy efficient as a brain. Machine learning and deep learning aren't exactly new. The big change that made them possible is the availability of faster hardware. If transistor density increases stop before we can reach AGI or even just a dumbed down version of it, then we might never reach AGI ever.