109 citations · 616 across the 40 of their papers we have counts for
3 papers · 1 filter
LevelHeaded: Making Worst-Case Optimal Joins Work in the Common Case
Christopher R. Aberger, Andrew Lamb, Kunle Olukotun +1
Pipelines combining SQL-style business intelligence (BI) queries and linear algebra (LA) are becoming increasingly common in industry. As a result, there is a growing need to unify…
Infrastructure for Usable Machine Learning: The Stanford DAWN Project
Peter Bailis, Kunle Olukotun, Christopher Re +1
Despite incredible recent advances in machine learning, building machine learning applications remains prohibitively time-consuming and expensive for all but the best-trained, best…
Flare: Native Compilation for Heterogeneous Workloads in Apache Spark
Grégory M. Essertel, Ruby Y. Tahboub, James M. Decker +3
The need for modern data analytics to combine relational, procedural, and map-reduce-style functional processing is widely recognized. State-of-the-art systems like Spark have adde…