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Jennifer Prendki

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titleconferencedate
The Next Compute Revolution: Are We Ready for Quantum?AI_dev Europe 20252025-08-28
Claim: useful quantum machines are nearer than the “30 years away” refrain and already power niche wins in search and optimization, quantum chemistry and…
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Data Prep Ops: The Missing Piece of the MLOps PuzzleTWIMLcon: AI Platforms 20212021-01-19
Claim: poor AI ROI comes from failing to treat dataset work as engineering. Company Alectio builds a pipeline that prioritizes data selection (useful vs…
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When the Only Way to Scale up, is to Scale DownScale By the Bay 20202020-11-12
Claims that less data often beats more data and shows tooling to prove it: Alectio uses active learning and an auto active learning optimizer to pick training…
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Culture & Organization for Effective ML at ScaleTWIMLcon: AI Platforms 20192019-10-01
Companies fail when ML is treated as a one-off instead of a running product: models need lifecycle management, monitoring and regular retraining rather than a…
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Review Analysis: an Approach to Leveraging User-Generated...MLconf SF 20162016-11-11
Pipeline extracts product-specific decision features via tf-idf + word2vec and an entity graph, runs spellchecking and POS filters, then scores per-feature…
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