Course Outline
Introduction to ChatGPT
- What is ChatGPT? Key features and capabilities
- Overview of conversational AI in credit risk
- Setting up ChatGPT for risk management projects
Portfolio Analysis with ChatGPT
- Analyzing loan portfolios with natural language queries
- Generating portfolio summaries and insights
- Case studies: ChatGPT in portfolio risk assessment
Implementing Data Projects with ChatGPT
- Streamlining data preparation and cleaning with ChatGPT
- Using ChatGPT for feature engineering and variable selection
- Hands-on exercises: Building a dataset for credit risk analysis
Implementing Analytics Projects with ChatGPT
- Exploratory data analysis with ChatGPT
- Automating report generation and presentations
- Creating predictive models with ChatGPT integration
Enhancing Decision-Making in Credit Risk
- Using ChatGPT for scenario analysis and stress testing
- Developing decision support tools with ChatGPT
- Optimizing risk strategies using AI-driven recommendations
Best Practices and Ethical Considerations
- Ensuring data privacy and compliance with ChatGPT
- Managing biases in AI-driven analytics
- Integrating ChatGPT responsibly into risk management workflows
Hands-on Exercises
- Querying ChatGPT for portfolio insights
- Generating an automated risk report
- Building a prototype AI-driven risk management tool
Future Opportunities
- Advanced applications of ChatGPT in microfinance
- Emerging AI trends in credit risk and analytics
- Pathways for further learning and specialization
Summary and Next Steps
Requirements
- Basic understanding of credit risk concepts
- Experience in data analysis or analytics projects
- No prior experience with ChatGPT is required
Audience
- Analytics and data teams from credit risk units
- Credit risk managers exploring AI-driven solutions
- Professionals implementing data and analytics projects in microfinance
Testimonials (4)
I very much appreciated the way the trainer presented everything. I understood everything even if Finance is not my area, he made sure that every participant was on the same page, while keeping up with the time left. The exercises were placed at good intervals. Communication with the participants was always there. The material was perfect, not too much, not too little. He elaborated very well on a bit more complicated subjects so that it can be understood by everyone.
Diana
Course - ChatGPT for Finance
The subject matter and the way it was presented.
Mark Mackintosh - IUM Insurance
Course - ChatGPT for Executives
I like the way Sonia interact with audience, she made the webinar alive not boring like others webinar. I also got surprised by the ChatGPT and really impress.
NURUL FARIHAH BINTI ABD MALEK - HRD CORP
Course - ChatGPT for Accounting
Practical examples in Insurance