46 citations · 104 across the 35 of their papers we have counts for
3 papers · 1 filter
In-Order Sliding-Window Aggregation in Worst-Case Constant Time
Kanat Tangwongsan, Martin Hirzel, Scott Schneider
Sliding-window aggregation is a widely-used approach for extracting insights from the most recent portion of a data stream. The aggregations of interest can usually be expressed as…
Lale: Consistent Automated Machine Learning
Guillaume Baudart, Martin Hirzel, Kiran Kate +2
Automated machine learning makes it easier for data scientists to develop pipelines by searching over possible choices for hyperparameters, algorithms, and even pipeline topologies…
Mining Documentation to Extract Hyperparameter Schemas
Guillaume Baudart, Peter D. Kirchner, Martin Hirzel +1
AI automation tools need machine-readable hyperparameter schemas to define their search spaces. At the same time, AI libraries often come with good human-readable documentation. Wh…