On Training Agents

01 Nov 2024

🚧 Work in progress…

This article will cover approaches and considerations for training AI agents to perform complex tasks.

Topics to cover:

• Pre-training vs fine-tuning for agents
• Instruction tuning for agent capabilities
• Reinforcement learning for agent training
• Learning from human feedback (RLHF) in agent context
• Curriculum learning for agents
• Synthetic data generation for training
• Evaluation metrics for agent performance
• Challenges in agent training (safety, alignment, robustness)
• Transfer learning and generalization