# GPU Mode - Conférence miniature sur l'apprentissage par renforcement 2026

Unsloth GitHub pour GRPO / GSPO efficaces avec beaucoup de travail sur le noyau personnalisé : <https://github.com/unslothai/unsloth>

Voici nos diapositives PDF jointes :

{% file src="/files/120aeeeb9d57f2eea5e1e01833aedb9a4422a461" %}

### Ressources sur l'apprentissage par renforcement

Pour des guides étape par étape, des tutoriels pour débutants ou avancés, vous pouvez consulter notre documentation pour :

{% columns %}
{% column width="50%" %}
{% content-ref url="/pages/85e0cbe0d1323be98ebb2569af86994406e2a2d6" %}
[Reinforcement Learning Guide](/docs/fr/commencer/reinforcement-learning-rl-guide.md)
{% endcontent-ref %}

{% content-ref url="/pages/fc22bd16a489581349db130b2b5b1c7d4a9f2195" %}
[Reward Hacking en RL](/docs/fr/commencer/reinforcement-learning-rl-guide/advanced-rl-documentation/rl-reward-hacking.md)
{% endcontent-ref %}
{% endcolumn %}

{% column width="50%" %}
{% content-ref url="/pages/94ab2d9623c104a6b6a1aa04195e1ef51b45b84c" %}
[Advanced RL Docs](/docs/fr/commencer/reinforcement-learning-rl-guide/advanced-rl-documentation.md)
{% endcontent-ref %}

{% content-ref url="/pages/c10868db27b3a6ca9f7465ed5087d86177024eb0" %}
[FP16 vs BF16 pour le RL](/docs/fr/commencer/reinforcement-learning-rl-guide/advanced-rl-documentation/fp16-vs-bf16-for-rl.md)
{% endcontent-ref %}
{% endcolumn %}
{% endcolumns %}

{% columns %}
{% column width="50%" %}
{% content-ref url="/pages/92ec1eda06a9686b604ef754fe5b88c169de1cae" %}
[FP8 RL](/docs/fr/commencer/reinforcement-learning-rl-guide/fp8-reinforcement-learning.md)
{% endcontent-ref %}
{% endcolumn %}

{% column width="50%" %}
{% content-ref url="/pages/828a94c1637e052b62bda4ce216caa066667b218" %}
[Vision RL](/docs/fr/commencer/reinforcement-learning-rl-guide/vision-reinforcement-learning-vlm-rl.md)
{% endcontent-ref %}
{% endcolumn %}
{% endcolumns %}

### Enregistrement vidéo en direct

{% embed url="<https://www.youtube.com/watch?v=jMSCJZAEYR8>" %}


---

# Agent Instructions: Querying This Documentation

If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question.

Perform an HTTP GET request on the current page URL with the `ask` query parameter:

```
GET https://unsloth.ai/docs/fr/blog/gpu-mode-conference.md?ask=<question>
```

The question should be specific, self-contained, and written in natural language.
The response will contain a direct answer to the question and relevant excerpts and sources from the documentation.

Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.