The workshop will explore the state-of-the-art techniques for linear equation solving and eigenvalue problems. The main topics are: solving linear systems, sparse and dense eigenvalue problems, exact linear algebra over arbitrary fields, Gaussian Elimination, Krylov subspace methods, and randomized numerical linear algebra. This workshop will bring together experts from different communities working on these problems from different angles.