---
id: "/model-training/advanced/"
title: "Model Training for advanced learners"
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creator_url: null
url: "https://skillissue.dev/model-training/advanced/"
level: null
level_max: null
category: null
subcategory: null
region: null
license: null
license_scope: null
models: null
source_date: null
date_added: null
---

# Model Training for advanced learners

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

6 resources · page 1 of 1

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### [ruGPT training and fine-tuning examples](/model-training/fine-tuning/ai-forever-rugpt-training/index.md)

by [SberDevices / ai-forever](https://github.com/ai-forever/ru-gpts)

Inspect Russian-model fine-tuning and pretraining scripts, with explicit warnings about the legacy environment.

Advanced · RU · open resource · en

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### [LlamaFactory](/model-training/fine-tuning/hiyouga-llamafactory/index.md)

by [hiyouga (Yaowei Zheng) et al.](https://github.com/hiyouga/LlamaFactory)

Compare adaptation methods within a shared training interface.

Advanced · CN · open resource · en

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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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### [Unsloth](/model-training/fine-tuning/unsloth-unsloth/index.md)

by [Unsloth](https://github.com/unslothai/unsloth)

Study local training and adaptation workflows for supported models.

Advanced · West · open resource · en

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