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Niels Bantilan

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Secure AI Orchestration: Mitigate Model-centric Attacks with FlyteSOSS Fusion 20242024-10-22
Outlines two concrete attack classes: pickle-based code injection that executes on model deserialization and agent prompt-injection leading to arbitrary…
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Validating and Testing R Dataframes with Pandera via reticulateposit::conf(2023)2023-09-17
Shows that Pandera via reticulate validates R dataframes by calling Pandera schemas from R, using a conda env and reticulate to pass dataframes into Python and…
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Enforcing Data Quality in Data Processing and ML Pipelines with Flyte and PanderaOpen Source Summit + Embedded Linux Conference + OSPOCon 20212021-09-27
Combines Flyte for type-checked workflows and Pandera for statistical schema checks to stop silent data errors; demo trains an sklearn RandomForest on the UCI…
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Statistical Typing: A Runtime TypingSystem for Data Science&Machine LearningPyCon US 20212021-05-14
Proposes statistical typing as a runtime typing system that extends bool/str/float with deterministic and probabilistic constraints, implements schemas as…
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