From b373c43a3a0970589c784aacf233b429b5a610b5 Mon Sep 17 00:00:00 2001
From: nimishsantosh107 <nimishsantosh107@icloud.com>
Date: Fri, 3 Sep 2021 20:17:04 +0530
Subject: [PATCH] README updated

---
 README.md | 19 +++++++++++--------
 1 file changed, 11 insertions(+), 8 deletions(-)

diff --git a/README.md b/README.md
index 1eb84fe4..99afdc86 100644
--- a/README.md
+++ b/README.md
@@ -5,20 +5,22 @@
 
 <p style="text-align:center">
 <img alt="repository" src="https://gitlab.aicrowd.com/flatland/flatland/badges/master/pipeline.svg">
-<img alt="discord" src="https://gitlab.aicrowd.com/flatland/flatland/badges/master/coverage.svg">
+<img alt="coverage" src="https://gitlab.aicrowd.com/flatland/flatland/badges/master/coverage.svg">
 </p>
 
 Flatland is a open-source toolkit for developing and comparing Multi Agent Reinforcement Learning algorithms in little (or ridiculously large!) gridworlds.
 
 [The official documentation](http://flatland.aicrowd.com/) contains full details about the environment and problem statement
 
-Flatland is tested with Python 3.6 and 3.7 on modern versions of macOS, Linux and Windows. You may encounter problems with graphical rendering if you use WSL. Your [contribution is welcome](https://flatland.aicrowd.com/misc/contributing.html) if you can help with this!  
+Flatland is tested with Python 3.6, 3.7 and 3.8 on modern versions of macOS, Linux and Windows. You may encounter problems with graphical rendering if you use WSL. Your [contribution is welcome](https://flatland.aicrowd.com/misc/contributing.html) if you can help with this!  
 
 🏆 Challenges
 ---
 
 This library was developed specifically for the AIcrowd [Flatland challenges](http://flatland.aicrowd.com/research/top-challenge-solutions.html) in which we strongly encourage you to take part in!
 
+- [Flatland 3 Challenge](https://www.aicrowd.com/challenges/flatland-3) - ONGOING!
+- [AMLD 2021 Challenge](https://www.aicrowd.com/challenges/flatland)
 - [NeurIPS 2020 Challenge](https://www.aicrowd.com/challenges/neurips-2020-flatland-challenge/)
 - [2019 Challenge](https://www.aicrowd.com/challenges/flatland-challenge)
 
@@ -30,7 +32,7 @@ This library was developed specifically for the AIcrowd [Flatland challenges](ht
 Install [Anaconda](https://www.anaconda.com/distribution/) and create a new conda environment:
 
 ```console
-$ conda create python=3.6 --name flatland-rl
+$ conda create python=3.7 --name flatland-rl
 $ conda activate flatland-rl
 ```
 
@@ -57,7 +59,7 @@ $ git clone git@gitlab.aicrowd.com:flatland/flatland.git
 Once you have a copy of the source, install it with:
 
 ```console
-$ python setup.py install
+$ pip install -e .
 ```
 
 ### Test installation
@@ -77,7 +79,7 @@ python setup.py test
 👥 Credits
 ---
 
-This library was developed by [SBB](https://www.sbb.ch/en/), [Deutsche Bahn](https://www.deutschebahn.com/), [AIcrowd](https://www.aicrowd.com/) and [numerous contributors](http://flatland.aicrowd.com/misc/credits.html) and AIcrowd research fellows from the AIcrowd community. 
+This library was developed by [SBB](https://www.sbb.ch/en/), [Deutsche Bahn](https://www.deutschebahn.com/), [SNCF](https://www.sncf.com/en), [AIcrowd](https://www.aicrowd.com/) and [numerous contributors](http://flatland.aicrowd.com/misc/credits.html) and AIcrowd research fellows from the AIcrowd community.
 
 âž• Contributions
 ---
@@ -93,6 +95,7 @@ Please follow the [Contribution Guidelines](https://flatland.aicrowd.com/misc/co
 🔗 Partners
 ---
 
-<a href="https://sbb.ch" target="_blank" style="margin-right:25px"><img src="https://i.imgur.com/OSCXtde.png" alt="SBB" width="200"/></a> 
-<a href="https://www.deutschebahn.com/" target="_blank" style="margin-right:25px"><img src="https://i.imgur.com/pjTki15.png" alt="DB"  width="200"/></a>
-<a href="https://www.aicrowd.com" target="_blank"><img src="https://avatars1.githubusercontent.com/u/44522764?s=200&v=4" alt="AICROWD"  width="200"/></a>
+<a href="https://sbb.ch" target="_blank" style="margin-right:30px"><img src="https://annpr2020.ch/wp-content/uploads/2020/06/SBB.png" alt="SBB" width="140"/></a> 
+<a href="https://www.deutschebahn.com/" target="_blank" style="margin-right:30px"><img src="https://i.imgur.com/pjTki15.png" alt="DB"  width="140"/></a>
+<a href="https://www.sncf.com/en" target="_blank" style="margin-right:30px"><img src="https://iconape.com/wp-content/png_logo_vector/logo-sncf.png" alt="SNCF"  width="140"/></a>
+<a href="https://www.aicrowd.com" target="_blank"><img src="https://i.imgur.com/kBZQGI9.png" alt="AIcrowd"  width="140"/></a>
-- 
GitLab