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Andrew Butler

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Defending Against Adversarial Model Attacks Using KubeflowKubernetes AI Day North America 20212021-10-12
Built pipelines that embed Adversarial Robustness Toolbox (ART) into Kubeflow Pipelines and a KFServing explainer to run attacks and defenses automatically…
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Infusing Trusted AI using Machine Learning Payload Logging on KubernetesOpen Source Summit + Embedded Linux Conference + OSPOCon 20212021-09-27
KFServing on Kubernetes logs every request and response as CloudEvents to an event broker (Kafka) and a connector syncs those events into MySQL; AIF360 runs…
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Defending Against Adversarial Model Attacks using KubeflowOpen Source Summit + Embedded Linux Conference + OSPOCon 20212021-09-27
Demonstrates concrete defenses by integrating the Adversarial Robustness Toolbox (ART) into Kubeflow Pipelines and KFServing, with payload logging for…
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Stand up for ethical AI! How to detect and mitigate AI bias using KubeflowKubernetes AI Day Europe 20212021-05-04
Shows a working Kubeflow pipeline that plugs IBM’s libraries into KFServing to detect and mitigate bias: AI Fairness 360 runs 70+ fairness metrics and exposes…
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