Generative AI in Finance: Forecasting, Fraud & Regulation Training Course

Foundations of Generative AI

• An overview of generative models and their significance within the financial industry.
• Classification of generative models, including LLMs, GANs, and VAEs.
• Analysis of strengths and constraints when applied to financial contexts.

Leveraging Generative Adversarial Networks (GANs) in Finance

• Mechanisms of GANs: the interplay between generators and discriminators.
• Practical applications in synthetic data creation and fraud simulation.
• Case study: Producing realistic transaction datasets for testing purposes.

Large Language Models (LLMs) and Prompt Engineering Strategies

• Understanding how LLMs process and generate financial documentation.
• Crafting effective prompts for forecasting and risk assessment.
• Key applications: Summarizing financial reports, Know Your Customer (KYC) processes, and identifying red flags.

Advanced Financial Forecasting with Generative AI

• Time series prediction utilizing hybrid LLM and machine learning models.
• Generating scenarios and conducting stress tests.
• Application: Predicting revenue by integrating both structured and unstructured data sources.

Enhancing Fraud Detection and Anomaly Identification

• Employing GANs to detect anomalies in transaction patterns.
• Recognizing emerging fraud trends through LLM workflows driven by prompts.
• Model assessment: Distinguishing between false positives and genuine risk indicators.

Regulatory and Ethical Dimensions

• Ensuring explainability and transparency in generative AI outputs.
• Addressing risks related to model hallucinations and bias within financial operations.
• Adhering to regulatory standards, such as GDPR and Basel guidelines.

Structuring Generative AI Use Cases for Financial Institutions

• Developing business cases for internal adoption.
• Striking a balance between innovation and risk management or compliance.
• Establishing governance frameworks for responsible AI implementation.

Conclusion and Future Directions