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docs: updated README #578

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25 changes: 20 additions & 5 deletions README.md
Original file line number Diff line number Diff line change
Expand Up @@ -7,17 +7,35 @@
[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
![GitHub Discussions](https://img.shields.io/github/discussions/autoresearch/autora)

<a href="https://ccbs.carney.brown.edu/brainstorm"><img src="docs/img/brainstorm.png" alt="BRAINSTORM Program" height="60"></img></a>&nbsp;&nbsp;&nbsp;&nbsp;
<a href="https://schmidtsciencefellows.org/"><img src="docs/img/ssf.png" alt="BRAINSTORM Program" height="60"></img></a>

<b>[AutoRA](https://pypi.org/project/autora/)</b> (<b>Auto</b>mated <b>R</b>esearch <b>A</b>ssistant) is an open-source framework for
automating multiple stages of the empirical research process, including model discovery, experimental design, data collection, and documentation for open science.

AutoRA was initially intended for accelerating research in the behavioral and brain sciences. However, AutoRA is designed as a general framework that enables automation of the research processes in other empirical sciences, such as material science or physics.

![Autonomous Empirical Research Paradigm](https://github.com/AutoResearch/autora/raw/main/docs/img/overview.png)

## Getting Started
## Installation


We recommended using a `Python` environment manager like `virtualenv`. You may refer to the Development Guide on how to [set up a virtual environment](https://autoresearch.github.io/autora/contribute/setup/#create-a-virtual-environment).
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"We recommended" should be "We recommend"

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Thanks for noticing this; fixed it!


Before installing the PyPI ``autora`` package, you may [activate your environment](https://autoresearch.github.io/autora/contribute/setup/#activating-and-using-the-environment). To install the PyPI `autora` package, run the following command:

```shell
pip install "autora"
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Does autora need to be in quotes here? This is not the normal from my experience.

```

## Documentation

Check out the documentation at
[https://autoresearch.github.io/autora](https://autoresearch.github.io/autora).
[https://autoresearch.github.io/autora](https://autoresearch.github.io/autora). If you run into any issues or questions regarding the use of AutoRA, please reach out to us at the [AutoRA forum](https://github.com/orgs/AutoResearch/discussions/categories/using-autora).

## Contributions

We welcome contributions to the AutoRA project. Please refer to the [contributor guide](https://autoresearch.github.io/autora/contribute/) for more information. Also, feel free to ask any questions or provide any feedback regarding core contributions on the [AutoRA forum](https://github.com/orgs/AutoResearch/discussions/).

## About

Expand All @@ -27,9 +45,6 @@ in collaboration with the [Center for Computation and Visualization at Brown Uni

The development of this package is supported by Schmidt Science Fellows, in partnership with the Rhodes Trust, as well as the Carney BRAINSTORM program at Brown University.

<a href="https://ccbs.carney.brown.edu/brainstorm"><img src="docs/img/brainstorm.png" alt="BRAINSTORM Program" height="100"></img></a>&nbsp;&nbsp;&nbsp;&nbsp;
<a href="https://schmidtsciencefellows.org/"><img src="docs/img/ssf.png" alt="BRAINSTORM Program" height="80"></img></a>


## Read More

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