Prerequisites: Advanced LLM & RL experience.
Level:
Constitutional AI Principles
Comprehend the advanced theoretical foundations and mechanisms of Constitutional AI for guiding LLM behavior.
RLAIF Implementation
Implement RLAIF pipelines, including AI-generated preference modeling and reinforcement learning updates.
CAI System Design
Design and implement the supervised learning phase of CAI, generating AI critiques and refinements based on a constitution.
Integrated Alignment Strategies
Combine CAI and RLAIF techniques for enhanced LLM alignment, addressing potential conflicts and synergies.
Advanced Evaluation Methodologies
Apply rigorous evaluation techniques specifically designed for CAI and RLAIF-aligned models, including robustness testing.
Optimization and Scalability
Analyze and apply optimization techniques for scaling CAI and RLAIF training pipelines efficiently.