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cs.DC2020
PACSET (Packed Serialized Trees): Reducing Inference Latency for Tree Ensemble Deployment
Meghana Madhyastha, Kunal Lillaney, James Browne +2
We present methods to serialize and deserialize tree ensembles that optimize inference latency when models are not already loaded into memory. This arises whenever models are large…
cs.DC2019
Towards Marrying Files to Objects
Kunal Lillaney, Vasily Tarasov, David Pease +1
To deal with the constant growth of unstructured data, vendors have deployed scalable, resilient, and cost effective object-based storage systems built on RESTful web services. How…