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No Spurious Local Minima in Nonconvex Low Rank Problems: A Unified Geometric Analysis [1]. Authored by Rong Ge, an absolute prodigy in the field if I might say.
by lawrenceyan 8y ago
No Spurious Local Minima in Nonconvex Low Rank Problems: A Unified Geometric Analysis [1]. Authored by Rong Ge, an absolute prodigy in the field if I might say. I'm sure we'll be seeing a great deal more from him in solidifying the theory behind the current day trial and error sort of deep learning we have today.
[1] https://arxiv.org/abs/1704.00708 https://arxiv.org/abs/1704.00708
- selimthegrim 8y agoHe also did “On the optimization landscape of tensor decompositions” with Tengyu Ma which I thought was really cool.
- lawrenceyan 8y agoDefinitely, I second a read on this paper in addition to the first.