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13 changes: 13 additions & 0 deletions docs/finetuning/overview.mdx
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Finetuning lets you customize Moondream for your specific use case, training it to be better at exactly what you need. Training runs entirely in Moondream Cloud — no GPU required on your end.

<video
className="docs-video"
controls
playsInline
preload="metadata"
poster="https://depot.moondream.ai/lens_tutorial_keyframe_0.png"
src="https://depot.moondream.ai/v/lens_player_with_ball_tutorial.mov"
>
<a href="https://depot.moondream.ai/v/lens_player_with_ball_tutorial.mov">
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<span>Open the video tutorial.</span>
</a>
</video>

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## Training modes

**RL (reinforcement learning)** — the model generates multiple attempts, you score them, and it learns to produce more of what scores well.
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11 changes: 11 additions & 0 deletions src/css/custom.css
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padding-bottom: 3rem;
}

.markdown .docs-video {
display: block;
width: 100%;
aspect-ratio: 16 / 9;
margin: 0 0 1.5rem;
border: 1px solid var(--md-border);
border-radius: var(--ifm-global-radius);
background: var(--ifm-background-surface-color);
object-fit: cover;
}

/* ─── Breadcrumbs ────────────────────────────────────────────────────── */
.breadcrumbs {
margin-bottom: 1.25rem;
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