---
id: "/model-training/post-training-rl/"
title: "Post Training Rl: 5 curated resources"
creator: null
creator_url: null
url: "https://skillissue.dev/model-training/post-training-rl/"
level: null
level_max: null
category: null
subcategory: null
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date_added: null
---

# Post Training Rl: 5 curated resources

Curated material on post training rl within model training.

[Beginner](/model-training/beginner/index.md) [Intermediate](/model-training/intermediate/index.md) [Advanced](/model-training/advanced/index.md) [Expert](/model-training/expert/index.md)

5 resources · page 1 of 1

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### [TRL - Transformers Reinforcement Learning](/model-training/post-training-rl/hugging-face-trl-transformers-reinforcement-learning/index.md)

by [Hugging Face](https://huggingface.co/docs/trl/index)

Find training interfaces for supervised and preference-based adaptation.

Advanced · other · closed resource · en

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### [Reinforcement Learning from Human Feedback (book)](/model-training/post-training-rl/nathan-lambert-reinforcement-learning-from-human-feedback/index.md)

by [Nathan Lambert](https://rlhfbook.com/)

A conceptual path through reward modeling and post-training methods.

Advanced · West · closed resource · en

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### [Controlling Reasoning Effort in LLMs (Ahead of AI)](/model-training/post-training-rl/sebastian-raschka-ahead-of-ai/index.md)

by [Sebastian Raschka](https://magazine.sebastianraschka.com/p/controlling-reasoning-effort-in-llms)

A free Ahead of AI article on training controllable reasoning effort.

Advanced · West · closed resource · en

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### [DeepSeek-R1: Incentivizing Reasoning via RL (arXiv 2501.12948)](/model-training/post-training-rl/deepseek-deepseek-r1-incentivizing-reasoning-via-rl/index.md)

by [DeepSeek](https://arxiv.org/abs/2501.12948)

Study the reported reinforcement-learning recipe behind DeepSeek-R1.

Expert · CN · closed resource · en

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### [verl (HybridFlow)](/model-training/post-training-rl/verl-project-verl/index.md)

by [verl project (originated at ByteDance Seed)](https://github.com/verl-project/verl)

Explore how an RL training framework coordinates generation and optimization.

Expert · CN · open resource · en

[Plain-text Markdown copy](/model-training/post-training-rl/index.md)