Skills › Reinforcement Learning

RLHF & Alignment

Apply RLHF, DPO, and reward modelling to align language models.

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After this skill you can…

  • Describe the RLHF pipeline end-to-end
  • Implement DPO fine-tuning
  • Identify reward hacking failure modes

Prerequisites

Watch (5 videos)

Reinforcement Learning with Human Feedback (RLHF), Clearly Explained!!!
StatQuest (Josh Starmer) · beginner hands-on
→ Align LLMs with human feedback→ Use RLHF for LLM alignment
RLHF Explained | How AI Learns from Human Feedback
Tech Pulse Labs · beginner · 7 min hands-on
→ Align AI systems with human values→ Implement RLHF in AI models→ Improve AI safety
building the best RLHF (TRLX) library w/ Louis Castricato
Aleksa Gordić - The AI Epiphany · intermediate hands-on
→ Build RLHF models→ Align RLHF with business goals
What is RLHF (Reinforcement Learning from Human Feedback) ? | The Secret Ingredient Behind ChatGPT
VLR Software Training · beginner · 2 min hands-on
→ Align RLHF with LLM goals→ Optimize RLHF for better results
RLHF explained
The MAD Podcast with Matt Turck · beginner · 1 min
→ Align language models with human values→ Implement RLHF in AI systems