• How PayPal Uses Large Graph Neural Networks to Detect Bad Actors

  • 2022/08/02
  • 再生時間： 24 分
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How PayPal Uses Large Graph Neural Networks to Detect Bad Actors

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  • How do you detect fraud when less than one percent of your network’s users are bad actors? In this episode, SigOpt’s Head of Engineering Michael McCourt speaks with Venkatesh Ramanathan, a Director of Data Science at PayPal, about his work using Graph Neural Networks to detect fraud across large financial networks.

    • 0:23 - Intro
    • 3:08 - AI/ML at AOL
    • 4:24 - The scale of data today 
    • 6:11 – The tradeoffs of accuracy and interpretability 
    • 7:54 - What are Graph Neural Networks? 
    • 9:18 - Robustness of GNNs; how they work with blockchain networks 
    • 10:57 - The need for robust hardware for GNNs 
    • 12:44 - How PayPal uses SigOpt for hyperparameter search 
    • 15:12 - The importance of sample efficiency 
    • 16:51 - What's next for Data Science at PayPal 
    • 20:52 - Opportunities for academia to power industry insights

    Learn more about SigOpt at sigopt.com and follow us on Twitter at twitter.com/sigopt Subscribe to our YouTube channel to watch Experiment Exchange interviews: https://www.youtube.com/channel/sigopt
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あらすじ・解説

How do you detect fraud when less than one percent of your network’s users are bad actors? In this episode, SigOpt’s Head of Engineering Michael McCourt speaks with Venkatesh Ramanathan, a Director of Data Science at PayPal, about his work using Graph Neural Networks to detect fraud across large financial networks.

  • 0:23 - Intro
  • 3:08 - AI/ML at AOL
  • 4:24 - The scale of data today 
  • 6:11 – The tradeoffs of accuracy and interpretability 
  • 7:54 - What are Graph Neural Networks? 
  • 9:18 - Robustness of GNNs; how they work with blockchain networks 
  • 10:57 - The need for robust hardware for GNNs 
  • 12:44 - How PayPal uses SigOpt for hyperparameter search 
  • 15:12 - The importance of sample efficiency 
  • 16:51 - What's next for Data Science at PayPal 
  • 20:52 - Opportunities for academia to power industry insights

Learn more about SigOpt at sigopt.com and follow us on Twitter at twitter.com/sigopt Subscribe to our YouTube channel to watch Experiment Exchange interviews: https://www.youtube.com/channel/sigopt
続きを読む 一部表示

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