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    ---
    title: apogee-ai-training
    description: Fine-tuning recipes (LoRA/QLoRA), distillation, RLHF/DPO entrypoints.
    ---

    # apogee-ai-training

    > Fine-tuning recipes (LoRA/QLoRA), distillation, RLHF/DPO entrypoints.

    ## What is in this package

    | Recipe | What it does |

| --- | --- | | LoRA / QLoRA | Parameter-efficient fine-tuning | | Distillation | Teacher → student model compression | | RLHF / DPO | Preference optimisation |

    ## Install

    ```bash
    pip install apogee-ai-training
    ```

    ## Where it fits

    This package is part of the [Apogee Framework](/framework/) ecosystem. It can be used:

    - **Standalone** — install and use directly via `pip` (or `npm` for `@apogee/ai-ui-react`).
    - **As a plugin** — generated projects detect it and register matching CLI subcommands automatically.

    See the [framework's modules overview](/framework/modules/overview/) for how all 28 packages fit together.

    ## Read next

    - [Installation](getting-started/installation.md)
    - [Quickstart](getting-started/quickstart.md)
    - [Reference](reference/index.md)