> For the complete documentation index, see [llms.txt](https://docs.datasaur.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.datasaur.ai/advanced/extensions/datasaur-dinamic.md).

# Datasaur Dinamic

Train and deploy models from your labeled data.

## Overview

**Datasaur Dinamic** lets you train and deploy models directly from your labeled data. The trained model can be used in your applications or as a provider in the **ML-assisted labeling** extension for future projects. Because the model is trained on your dataset, it can generate more accurate predictions for similar labeling tasks.

<figure><img src="https://448889121-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MbjY0HseEqu7LtYAt4d%2Fuploads%2Fgit-blob-e2876c07622175f1f2b2a96e9455a60efdd115ad%2FExtension%20-%20Datasaur%20dinamic%20-%20SageMaker%20-%20highlight%20-%20initial.png?alt=media" alt=""><figcaption><p><strong>Datasaur Dinamic</strong> extension with AWS SageMaker</p></figcaption></figure>

## Quick guide

This example uses **Datasaur Dinamic** to train an NER model with a text-based dataset.

1. Label your dataset manually or using assisted labeling features such as **ML-assisted labeling** or **Predictive labeling**.

   <figure><img src="https://448889121-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MbjY0HseEqu7LtYAt4d%2Fuploads%2Fgit-blob-06361d937f9fb6f751e55bd6004ca981ccdefa34%2FExtension%20-%20ML-assisted%20Labeling%20-%20Span%20labeling%20-%20spaCy%20-%20project.png?alt=media" alt=""><figcaption></figcaption></figure>
2. Click the gear icon in the extension panel on the right to open the **Manage extensions** dialog, then enable the **Datasaur Dinamic** extension.

   <figure><img src="https://448889121-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MbjY0HseEqu7LtYAt4d%2Fuploads%2Fgit-blob-6ca38189dd65ade54188e7f83cec85e081e6b9ae%2FExtension%20-%20Manage%20extensions%20-%20Datasaur%20Dinamic.png?alt=media" alt=""><figcaption></figcaption></figure>
3. Select a service provider in the extension. In this example, use **Hugging Face AutoTrain** for a span labeling task.
   1. Enter your Hugging Face username from [Account settings](https://huggingface.co/settings/account).
   2. Provide a [Hugging Face token](https://huggingface.co/settings/tokens) or create a new access token.

      <figure><img src="https://448889121-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2F-MbjY0HseEqu7LtYAt4d%2Fuploads%2Fgit-blob-6e67ebddfb9020c852fe4b4cb7a0d72d8cdeaeca%2FExtension%20-%20Datasaur%20dinamic%20-%20hugging%20face%20-%20highlight%20-%20span%20labeling%20-%20initials.png?alt=media" alt=""><figcaption></figcaption></figure>

{% hint style="info" %}
For more information and supported providers, see [Datasaur Dinamic](/build-model/datasaur-dinamic.md).
{% endhint %}
