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Benjamin Bengfort

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titleconferencedate
Practical Multi Armed BanditsPyData Virginia 20252025-04-18
Concrete takeaways: implemented systems combine epsilon-greedy with Thompson sampling, compute updates in NumPy and SciPy, and store minimal state for fast…
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Data Structures for Data Privacy: Lessons Learned in ProductionPEPR '222022-06-23
Decentralized protocol implements a peer‑to‑peer PKI and a global directory yellow pages to mutually authenticate VASPs, uses gRPC/protobuf plus mTLS, and…
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Visual Diagnostics for More Effective Machine LearningPyData Miami 20192019-01-09
Demonstrates a concrete library and patterns: the Yellowbrick Visualizer that plugs into the scikit‑learn API, producing feature, classification, clustering…
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Dynamics in Graph Analysis Adding Time as a Structure for Visual and StatisticalPyData DC 20162016-10-07
Claims that embedding time structurally reduces traversal cost and clarifies dynamics are demonstrated with concrete tools and counts: NetworkX and graph_tool…
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Dynamics in Graph Analysis: Adding Time as a Structure for Visual and StatistiPyData Carolinas 20162016-09-14
Claims that embedding time as a structural element improves graph analytics and visualization, implemented with NetworkX and Graph Tool and tooling called…
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Natural Language Processing and HadoopStrata Conference New York + Hadoop World 20132013-10-28
Shows how to run NLP at scale by pairing classic pipeline steps — tokenization, parsing, feature extraction and model training — with Hadoop to process…
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