That would be astounding if true, as if you scan through e.g. posts in the
Quora "deep learning" category, the research community clearly believes it is a young field with many big unsolved problems.
Typical comments are like this excerpt from a Yann LeCunn post, "Deep learning has more or less cracked the most basic form of visual perception: classifying the dominant object in an image when the object comes from a constrained set of object categories. However, despite this success, deep learning is still very far from human-level visual perception when these constraints are loosened, or when the task is changed from image classification to detecting and segmenting objects. For these more challenging tasks, or when objects are small, or when the set of possible categories is expanded to include hundreds of thousands of objects, more research is needed."
But Hotz is putting his money where his mouth is, so I guess we can just wait and see if he succeeds.