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Synthetic Data for Anti-Money Laundering (AML) Model Training: Privacy Preservation & Detection Accuracy - Innovation & R&D

Frameworks and Tools, Developer Productivity Engineering
PayPal
Diversified Financial Services
USA
North America

$ 795

June 18, 2025

Topics covered in this transcript

  • How do Generative Adversarial Networks (GANs) generate realistic transaction patterns?
  • What differential privacy techniques prevent re-identification?
  • How are synthetic money laundering typologies injected?
  • What validation frameworks gain regulator acceptance?
  • How do synthetic datasets reduce cloud storage costs?
  • What bias mitigation techniques ensure fair detection?
  • How are cross-institution data silos bridged?
  • What adversarial attacks test model robustness?
  • How is synthetic data lineage tracked for audits?
  • What performance metrics compare to real-data training?
  • How are privacy-utility trade-offs optimized?
  • What synthetic data marketplaces exist?

Keywords

  • GANs
  • Differential Privacy
  • Pattern Injection
  • Model Validation
  • Cost Reduction
  • Regulatory Approval
  • Bias Mitigation
  • Cross-Institution
  • Attack Simulation
  • Data Lineage
  • Performance Metrics
  • AML

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info@nextyn.com
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Jakarta

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Mumbai
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Bangalore

Cinnabar Hills, Embassy Golf Links Business Park, Bengaluru, Karnataka 560071
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Get in touch with us to learn more about our services, ask for assistance with a technical difficulty, or if you would like a product demo.
info@nextyn.com
Singapore
68 Circular Road, #02-01
049422, Singapore
Jakarta

Revenue Tower, Scbd, Jakarta 12190, Indonesia
Mumbai
4th Floor, Pinnacle Business Park, Andheri East, Mumbai, 400093
Bangalore

Cinnabar Hills, Embassy Golf Links Business Park, Bengaluru, Karnataka 560071
Instagram Favicon

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