Course Outline

Introduction to Artificial Intelligence (AI) in Financial Crime Prevention for Government

  • Overview of Fraud and Anti-Money Laundering (AML) in the Digital Finance Era
  • Comparison of Traditional Methods with AI-Based Approaches
  • Case Studies from Mastercard, JPMorgan, and Global Financial Institutions

Machine Learning for Transaction Monitoring for Government

  • Supervised Learning Techniques for Risk Scoring and Classification
  • Unsupervised Learning Methods for Anomaly Detection
  • Real-Time Alert Generation and Stream Processing

Graph Analytics and Network Risk Detection for Government

  • Modeling Relationships Between Entities and Transactions
  • Detecting Complex Fraud Schemes Using Graph AI
  • Hands-On Experience with Neo4j or Similar Tools

Natural Language Processing (NLP) for AML for Government

  • Text Mining in Customer Due Diligence (CDD)
  • Watchlist Scanning Using Named Entity Recognition (NER)
  • Prompt-Based Document Review and Suspicious Activity Reports (SARs)

Model Governance and Explainability for Government

  • Building Explainable and Auditable Models
  • Bias Detection and Mitigation in Fraud Detection Algorithms
  • Application of Explainable AI (XAI) Techniques in Compliance Settings

Ethics, Regulation, and Model Risk for Government

  • Compliance with AML and Know Your Customer (KYC) Frameworks (e.g., FATF, FinCEN, EBA)
  • Ethical Considerations in Surveillance and Customer Monitoring
  • Reporting Standards and Regulatory Auditability

Deployment Strategies and Future Trends for Government

  • Integrating AI Models into Existing Transaction Systems
  • Feedback Loops and Model Updating Mechanisms
  • Future of Generative AI in Fraud Investigation and SAR Automation

Summary and Next Steps for Government

Requirements

  • Knowledge of fraud risk and Anti-Money Laundering (AML) procedures for government operations
  • Experience in data analysis or compliance reporting
  • Basic understanding of Python or analytics platforms

Audience

  • Fraud risk professionals for government agencies
  • AML compliance teams for government entities
  • Security managers for government departments
 14 Hours

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