Sotabase

Career

· PhD Candidate in Systems and Machine Learning, UC Berkeley2019–

Publications (26)

GraphX: Graph Processing in a Distributed Dataflow Framework
USENIX Symposium on Operating Systems Design and Implementation · 2014
1,200
cited
Clipper: A Low-Latency Online Prediction Serving System
Symposium on Networked Systems Design and Implementation · 2016
770
cited
InferLine: latency-aware provisioning and scaling for prediction serving pipelines
ACM Symposium on Cloud Computing · 2020
147
cited
IDK Cascades: Fast Deep Learning by Learning not to Overthink
Conference on Uncertainty in Artificial Intelligence · 2017
126
cited
The Missing Piece in Complex Analytics: Low Latency, Scalable Model Management and Serving with Velox
Conference on Innovative Data Systems Research · 2014
122
cited
GraphX: Unifying Data-Parallel and Graph-Parallel Analytics
arXiv.org · 2014
87
cited
InferLine: ML Inference Pipeline Composition Framework
arXiv.org · 2018
40
cited
Context : The Missing Piece in the Machine Learning Lifecycle
2018
34
cited
Composing Meta-Policies for Autonomous Driving Using Hierarchical Deep Reinforcement Learning
arXiv.org · 2017
25
cited
SOL: safe on-node learning in cloud platforms
International Conference on Architectural Support for Programming Languages and Operating Systems · 2022
20
cited
Multicentre, randomised controlled trial to investigate the effects of parental touch on relieving acute procedural pain in neonates (Petal)
BMJ Open · 2022
14
cited
Scalable Training and Serving of Personalized Models
2015
9
cited
The Design and Implementation of Low-Latency Prediction Serving Systems
2019
8
cited
Inverted indices for particle tracking in petascale cosmological simulations
International Conference on Statistical and Scientific Database Management · 2013
7
cited
Enhancing Network Failure Mitigation with Performance-Aware Ranking
Symposium on Networked Systems Design and Implementation · 2023
6
cited
InferLine : Prediction Pipeline Provisioning and Management for Tight Latency Objectives
2019
6
cited
Prediction-Serving Systems
2018
6
cited
PO-0913 A Review Of Cuffed Vs. Uncuffed Endotracheal Tubes In Children
Archives of Disease in Childhood · 2014
5
cited
Research for practice
Communications of the ACM · 2018
5
cited
The GraphX Graph Processing System
2013
3
cited
Sotabase
Dan Crankshaw | Researcher Profile | Sotabase | Sotabase