Search Results for author: Daniel Mendoza

Found 3 papers, 0 papers with code

MGit: A Model Versioning and Management System

no code implementations14 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.

Management Transfer Learning

Dynamic Network Adaptation at Inference

no code implementations18 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.

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