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Production Machine Learning Pipelines: Empirical Analysis and
  Optimization Opportunities

Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities

30 March 2021
Doris Xin
Hui Miao
Aditya G. Parameswaran
N. Polyzotis
    AI4TS
ArXiv (abs)PDFHTML

Papers citing "Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities"

7 / 7 papers shown
Title
Data Makes Better Data Scientists
Data Makes Better Data Scientists
Jinjin Zhao
A. Gal
Sanjay Krishnan
57
2
0
27 May 2024
Approximate Nearest Neighbour Search on Dynamic Datasets: An Investigation
Approximate Nearest Neighbour Search on Dynamic Datasets: An Investigation
Ben Harwood
Amir Dezfouli
Iadine Chadès
Conrad Sanderson
61
0
0
30 Apr 2024
The Pipeline for the Continuous Development of Artificial Intelligence
  Models -- Current State of Research and Practice
The Pipeline for the Continuous Development of Artificial Intelligence Models -- Current State of Research and Practice
M. Steidl
Michael Felderer
Rudolf Ramler
59
48
0
21 Jan 2023
Operationalizing Machine Learning: An Interview Study
Operationalizing Machine Learning: An Interview Study
Shreya Shankar
Rolando Garcia
J. M. Hellerstein
Aditya G. Parameswaran
116
54
0
16 Sep 2022
Machine Learning Featurizations for AI Hacking of Political Systems
Machine Learning Featurizations for AI Hacking of Political Systems
Nathan Sanders
B. Schneier
56
2
0
08 Oct 2021
Understanding Data Storage and Ingestion for Large-Scale Deep
  Recommendation Model Training
Understanding Data Storage and Ingestion for Large-Scale Deep Recommendation Model Training
Mark Zhao
Niket Agarwal
Aarti Basant
B. Gedik
Satadru Pan
...
Kevin Wilfong
Harsha Rastogi
Carole-Jean Wu
Christos Kozyrakis
Parikshit Pol
GNN
84
76
0
20 Aug 2021
Preventing Machine Learning Poisoning Attacks Using Authentication and
  Provenance
Preventing Machine Learning Poisoning Attacks Using Authentication and Provenance
Jack W. Stokes
P. England
K. Kane
AAML
62
15
0
20 May 2021
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