no code implementations • 14 Jul 2023 • Wei Hao, Daniel Mendoza, Rafael da Silva, Deepak Narayanan, Amar Phanishaye
MGit introduces a lineage graph that records provenance and versioning information between models, optimizations to efficiently store model parameters, as well as abstractions over this lineage graph that facilitate relevant testing, updating and collaboration functionality.
no code implementations • 8 Mar 2023 • Matthias Cosler, Christopher Hahn, Daniel Mendoza, Frederik Schmitt, Caroline Trippel
A rigorous formalization of desired system requirements is indispensable when performing any verification task.
no code implementations • 18 Apr 2022 • Daniel Mendoza, Caroline Trippel
Machine learning (ML) inference is a real-time workload that must comply with strict Service Level Objectives (SLOs), including latency and accuracy targets.