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fine-tuning-with-trl

Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and reward model training. Use when need RLHF, align model with preferences, or train from human feedback. Works with HuggingFace Transformers.

Packaged view

This page reorganizes the original catalog entry around fit, installability, and workflow context first. The original raw source lives below.

Stars
5,242
Hot score
99
Updated
March 20, 2026
Overall rating
C4.5
Composite score
4.5
Best-practice grade
B75.6

Install command

npx @skill-hub/cli install orchestra-research-ai-research-skills-trl-fine-tuning
Post-TrainingTRLReinforcement LearningFine-TuningSFTDPOPPOGRPORLHFPreference AlignmentHuggingFace

Repository

Orchestra-Research/AI-Research-SKILLs

Skill path: 06-post-training/trl-fine-tuning

Fine-tune LLMs using reinforcement learning with TRL - SFT for instruction tuning, DPO for preference alignment, PPO/GRPO for reward optimization, and reward model training. Use when need RLHF, align model with preferences, or train from human feedback. Works with HuggingFace Transformers.

Open repository

Best for

Primary workflow: Ship Full Stack.

Technical facets: Full Stack.

Target audience: Development teams looking for install-ready agent workflows..

License: Unknown.

Original source

Catalog source: SkillHub Club.

Repository owner: Orchestra-Research.

This is still a mirrored public skill entry. Review the repository before installing into production workflows.

What it helps with

  • Install fine-tuning-with-trl into Claude Code, Codex CLI, Gemini CLI, or OpenCode workflows
  • Review https://github.com/Orchestra-Research/AI-Research-SKILLs before adding fine-tuning-with-trl to shared team environments
  • Use fine-tuning-with-trl for development workflows

Works across

Claude CodeCodex CLIGemini CLIOpenCode

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Sub-skills: 0.

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