The AI Model Risk Masterclass by Alexander Sokol is open for enrollment. Explore the course schedule and sign up today to reserve your spot to master your AI model risk management skills.
This masterclass is a joint venture, hosted by WBS Training and CompatibL.
Each lecture will be accompanied by a hands-on exercise where participants will use an online playground to:
- Implement AI-based workflows based on use cases of practical importance to banking and asset management
- Measure aleatoric and epistemic risk of these workflows
- Mitigate the sources of both types of risk
- Measure the resulting improvements in model risk and reliability metrics
Coding will not be required for workshop participation.
Course Schedule and Contents
- Start Date: March 24
- Delivery Mode: Live Online (flexible learning over 4 weeks, 1 lecture per
- week)
- Structured Assessment: Participants who successfully complete the workshop objectives will be issued a Certificate.
- Total Lecture Hours: 16 hours
- Instructor: Alexander Sokol, Head of Quant Research, CompatibL
- Length: 16 hours, delivered over four weeks, live online, one lecture per week with a 30-minute break, as follows:
|
Week 1: March 24 Introduction, Requirements, and Use Cases
Practical Exercise: Building and testing AI-based workflows |
Week 2: March 31 Quantitative Management of AI Model Risk
Practical Exercise: Measuring AI model risk |
|
Week 3: April 7 Mitigation of Psychological Effects and Cognitive Biases in AI Models
Practical Exercise: Identifying and mitigating cognitive biases |
Week 4: April 14 Improving Reliability of AI-Based Workflows
Practical Exercise: Using voting and crowdsourcing to improve reliability |
By the end of the whole program, participants will:
- Understand quantitative measurement and reporting of AI model risk
- Learn the key metrics for the accuracy and reliability of AI
- Learn how to mitigate AI model risk using advanced techniques from behavioral psychology
- Learn to design reliable AI-based workflows
View the full schedule and reserve your spot: https://www.wbstraining.com/events/ai-model-risk/course-schedule-and-contents/
