Conclusions and acknowledgements ================================= That's it for now. I hope you find this practice guide useful, and will apply it in your work. Try implementing just some of the steps or all of them: it feels great when you see it working in practice. I encourage you to read the `"Nine simple steps for better-looking python code" `_ for even more ideas on the subject. I would be happy to get your comments and learn your ways to perform CI/CD and keep your code clean. I would like to thank - `Andrew Lukyanenko `_ for his help with configuring GitHub actions. - `Vladimir Iglovikov `_ for his article and his investment into openness and development of the whole Data Science community. - Open Data Science community (ods.ai) as the source of inspiration.