# For Researches

There are different ways how to get started with FELT. To start, we recommend going through:

{% content-ref url="/pages/Hz6nGYjiYXj0xjyUuIfz" %}
[Complete Getting Started](/guides/getting-started.md)
{% endcontent-ref %}

This guide should give you an idea of the basic workflow of FELT and how to use it.

## Local Experiments

If you want to quickly experiment with the FELT library and training models in a federated setting locally. You can explore our demo using MNIST dataset. This code demonstrates how to locally run and evaluate different models using FELT.

{% embed url="<https://github.com/FELT-Labs/mnist-demo>" %}

You can also check out our anomaly detection demo on manufacturing data.

{% embed url="<https://github.com/FELT-Labs/anomaly-detection>" %}


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# 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://docs.feltlabs.ai/use-cases/for-researches.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.