From Complexity to Clarity: Addressing Challenges in AI BOMs for Compliance
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Overview
Explore strategies for implementing AI Software Bill of Materials (SPDX 3.0) to navigate compliance challenges and create accurate, machine-readable documentation for AI systems.
Syllabus
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- Introduction to AI Software Bill of Materials (BOM)
-- Definition and importance of BOM in AI
-- Overview of SPDX 3.0 format
- Compliance Challenges in AI Systems
-- Common regulatory requirements
-- Risk management and mitigation in compliance
- Understanding SPDX 3.0
-- Key components and features
-- Differences from previous versions
-- Benefits for AI systems documentation
- Implementing AI BOMs Using SPDX 3.0
-- Step-by-step guide to creating an AI BOM
-- Tools and technologies supporting SPDX 3.0
- Strategies for Accurate, Machine-Readable Documentation
-- Best practices for data collection and documentation
-- Automating BOM generation
-- Ensuring data integrity and update management
- Case Studies and Real-World Applications
-- Success stories in AI compliance using SPDX 3.0
-- Lessons learned from industry leaders
- Workshop: Creating a Sample AI BOM
-- Hands-on exercise to build a BOM using provided tools
-- Troubleshooting common issues
- Future Trends and Developments in AI Compliance and BOMs
-- Emerging regulations and standards
-- Impact of evolving technologies on compliance
- Conclusion and Course Review
-- Recap of key concepts and practical applications
-- Questions and discussion
- Resources and Further Reading
-- Recommended books, articles, and online resources
-- Access to course materials and additional tools
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