3 papers
cs.DB2025
Hojabr: Towards a Theory of Everything for AI and Data Analytics
Amir Shaikhha
Modern data analytics pipelines increasingly combine relational queries, graph processing, and tensor computation within a single application, but existing systems remain fragmente…
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…