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README.md

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-# Continual Learning Gym (CL-Gym)
+# CL-Gym: Full-Featured PyTorch Library for Continual Learning
+CL-Gym is a small yet very flexible library for continual learning research and development.  
+Currently, CL-Gym is under heavy development and ready to be used by experienced researchers and engineers. However, the stable version will be ready for public release in August.
+Meanwhile, we welcome your feedback and suggestions on making CL-Gym better for researchers and developers!
 
+##  How to Install
+```
+pip install cl-gym
+```
+
+## Getting Started
+**Documentation**: 
+https://cl-gym.readthedocs.io/en/main    
+**Short Demo**: [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/drive/1yzrqp5rRHw9eF9iNbpIuouQTr4i-ELLk?usp=sharing)
+
+
+## Reference
+
+```
+@InProceedings{Mirzadeh_2021_CVPR,
+   author = {Mirzadeh, Seyed Iman and Ghasemzadeh, Hassan},
+   title = {CL-Gym: Full-Featured PyTorch Library for Continual Learning},
+   booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops},
+   month = {June}, year = {2021}, pages = {3621-3627} }
+```