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 <img src="https://upload.wikimedia.org/wikipedia/en/thumb/0/08/Logo_for_Conference_on_Neural_Information_Processing_Systems.svg/1200px-Logo_for_Conference_on_Neural_Information_Processing_Systems.svg.png" width=200>
 
-**🧭 Collated best practices from most popular ML research repositories - *now official guidelines at NeurIPS 2020!*** 
+**💎 Collated best practices from most popular ML research repositories - *now official guidelines at NeurIPS 2020!*** 
 
 Based on analysis of more than 200 Machine Learning repositories, these recommendations facilitate reproducibility and correlate with GitHub stars - for more details, see our [our blog post](https://medium.com/paperswithcode).