Parity models: erasure-coded resilience for prediction serving systems

J Kosaian, KV Rashmi, S Venkataraman - Proceedings of the 27th ACM …, 2019 - dl.acm.org
Machine learning models are becoming the primary work-horses for many applications.
Services deploy models through prediction serving systems that take in queries and return …

Parity Models: Erasure-Coded Resilience for Prediction Serving Systems

J Kosaian, KV Rashmi, S Venkataraman - 2019 - openreview.net
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …

[PDF][PDF] Parity Models: Erasure-Coded Resilience for Prediction Serving Systems

J Kosaian, KV Rashmi, S Venkataraman - 2019 - eecs.umich.edu
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …

[PDF][PDF] Parity Models: Erasure-Coded Resilience for Prediction Serving Systems

J Kosaian, KV Rashmi, S Venkataraman - 2019 - shivaram.org
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …

[PDF][PDF] Parity Models: Erasure-Coded Resilience for Prediction Serving Systems

J Kosaian, KV Rashmi, S Venkataraman - 2019 - cs.cmu.edu
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …

[PDF][PDF] Parity Models: Erasure-Coded Resilience for Prediction Serving Systems

J Kosaian, KV Rashmi, S Venkataraman - 2019 - pages.cs.wisc.edu
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …

[PDF][PDF] Parity Models: Erasure-Coded Resilience for Prediction Serving Systems

J Kosaian, KV Rashmi, S Venkataraman - 2019 - pdl.cmu.edu
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …

[PDF][PDF] Parity Models: Erasure-Coded Resilience for Prediction Serving Systems

J Kosaian, KV Rashmi, S Venkataraman - 2019 - pdl.cmu.edu
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …

[PDF][PDF] Parity models: erasure-coded resilience for prediction serving systems

J Kosaian, KV Rashmi, S Venkataraman - Proceedings of the 27th ACM …, 2019 - par.nsf.gov
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …

[PDF][PDF] Parity Models: Erasure-Coded Resilience for Prediction Serving Systems

J Kosaian, KV Rashmi, S Venkataraman - 2019 - jackkosaian.github.io
Abstract Machine learning models are becoming the primary workhorses for many
applications. Services deploy models through prediction serving systems that take in queries …