added jitchol in tools. cholupdate returns jitchol
jitchol functionality
added correct BSD 3-Clause license for jitchol
Merge branch 'feature/jitchol' into feature/inducing-points-optimization

using stable jitchol for cholesky decomposition
initial inducing set optimization stub