Track 10: Training LLMs
LLM Training Beyond Basics: Preference Tuning, Evals and Deployment
4 lessons
Track 15: Frontier and Advanced, Frontier Agent Engineering
RL Fine-Tuning for Agents: GRPO on Tool Use
Train a small model to call tools better with GRPO.
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Course
LLM Training Beyond Basics: Preference Tuning, Evals and Deployment
Udemy: coming soon
Tools
- Hugging Face TRL (open-source, free)
- Unsloth (open-source, free)
- Google Colab (freemium)
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In this module
- Why Agents Fail in Production, and Service Levels
- Agent Reliability: Retries, Idempotency, Checkpoints
- Multimodal Agents: Screens, Documents and Voice in One Loop
- Knowledge Graphs for Agents: Query and Update Tools
- Durable Long-Running Agents: Resume After a Crash
- RL Fine-Tuning for Agents: GRPO on Tool Use
- Project: Agent With Knowledge-Graph Memory
The course this lesson belongs to