2 papers
cs.DB2022
Optimizing Tensor Programs on Flexible Storage
Maximilian Schleich, Amir Shaikhha, Dan Suciu
Tensor programs often need to process large tensors (vectors, matrices, or higher order tensors) that require a specialized storage format for their memory layout. Several such lay…
cs.PL2020
Multi-layer Optimizations for End-to-End Data Analytics
Amir Shaikhha, Maximilian Schleich, Alexandru Ghita +1
We consider the problem of training machine learning models over multi-relational data. The mainstream approach is to first construct the training dataset using a feature extractio…