Suggested project topics:
Robust PCA
Tensor decomposition algorithms
Learning polytopes
Planted cliques/dense subgraphs
Regularity partitions
Near(est) neighbors based on SVD
partitioning low-genus graphs
Nonnegative matrix factorization
fast SVD