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Scaling Factorization Machines on Spark Using Parameter Servers (Nick Pentreath)
Productionizing Spark ML Pipelines with the Portable Format for Analytics (Nick Pentreath)
Using Spark and Shark to Power a Real-time Recommendation.....- N. Pentreath (Graphflow)
Deep Learning for Recommender Systems (Nick Pentreath)
Large-scale data processing and data analytics on images
Productionizing ML Pipelines with PFA by Nick Pentreath
Deploying Machine Learning Models in Practice - Nick Pentreath
Berlin Buzzwords 2019: Nick Pentreath – Open standards for machine learning deployment #bbuzz
Berlin Buzzwords 2018: Nick Pentreath – Search and Recommendations: 3 Sides of the Same Coin #bbuzz
End-to-end Recommender System with Spark and Elasticsearch - Nick Pentreath & Jean-François Puget
CSCI5570--Large Scale Data Processing Systems--project demo video
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Last Updated: August 13, 2026
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