Data Science for Computational Drug Discovery using Python (Part 1)

In this video, I will show you step-by-step in this End-to-end Bioinformatics / Cheminformatics tutorial on how to use Data Science in a Computational Drug Discovery project as we reproduce the research work of Delaney by predicting the solubility of molecules in Python using scikit-learn, rdkit and pandas libraries.
✅Check out Part 2 of this video:    • Data Science for Computational Drug D...  

🌟 Buy me a coffee: https://www.buymeacoffee.com/dataprof...

⭕ Links for this video:
✅Code: https://github.com/dataprofessor/code...
✅Delaney's ORIGINAL ARTICLE entitled "ESOL:  Estimating Aqueous Solubility Directly from Molecular Structure" https://pubs.acs.org/doi/10.1021/ci03...
✅Read my EDITORIAL ARTICLE entitled "Maximizing computational tools for successful drug discovery" https://www.tandfonline.com/doi/full/...

⭕ Playlist:
Check out our other videos in the following playlists.
✅ Data Science 101: https://bit.ly/dataprofessor-ds101
✅ Data Science YouTuber Podcast: https://bit.ly/datascience-youtuber-p...
✅ Data Science Virtual Internship: https://bit.ly/dataprofessor-internship
✅ Bioinformatics: http://bit.ly/dataprofessor-bioinform...
✅ Data Science Toolbox: https://bit.ly/dataprofessor-datascie...
✅ Streamlit (Web App in Python): https://bit.ly/dataprofessor-streamlit
✅ Shiny (Web App in R): https://bit.ly/dataprofessor-shiny
✅ Google Colab Tips and Tricks: https://bit.ly/dataprofessor-google-c...
✅ Pandas Tips and Tricks: https://bit.ly/dataprofessor-pandas
✅ Python Data Science Project: https://bit.ly/dataprofessor-python-ds
✅ R Data Science Project: https://bit.ly/dataprofessor-r-ds

⭕ Subscribe:
If you're new here, it would mean the world to me if you would consider subscribing to this channel.
✅ Subscribe: https://www.youtube.com/dataprofessor...

⭕ Recommended Tools:
Kite is a FREE AI-powered coding assistant that will help you code faster and smarter. The Kite plugin integrates with all the top editors and IDEs to give you smart completions and documentation while you’re typing. I've been using Kite and I love it!
✅ Check out Kite: https://www.kite.com/get-kite/?utm_me...

⭕ Recommended Books:
✅ Hands-On Machine Learning with Scikit-Learn : https://amzn.to/3hTKuTt
✅ Data Science from Scratch : https://amzn.to/3fO0JiZ
✅ Python Data Science Handbook : https://amzn.to/37Tvf8n
✅ R for Data Science : https://amzn.to/2YCPcgW
✅ Artificial Intelligence: The Insights You Need from Harvard Business Review: https://amzn.to/33jTdcv
✅ AI Superpowers: China, Silicon Valley, and the New World Order: https://amzn.to/3nghGrd

⭕ Stock photos, graphics and videos used on this channel:
✅ https://1.envato.market/c/2346717/628...

⭕ Follow us:
✅ Medium: http://bit.ly/chanin-medium
✅ FaceBook:   / dataprofessor  
✅ Website: http://dataprofessor.org/ (Under construction)
✅ Twitter:   / thedataprof  
✅ Instagram:   / data.professor  
✅ LinkedIn:   / chanin-nantasenamat  
✅ GitHub 1: https://github.com/dataprofessor/
✅ GitHub 2: https://github.com/chaninlab/

⭕ Disclaimer:
Recommended books and tools are affiliate links that gives me a portion of sales at no cost to you, which will contribute to the improvement of this channel's contents.

#dataprofessor #bioinformatics #drugdiscovery #drugdesign #drug #drugs #molecule #molecules #machinelearning #lecture #dataprofessor #bigdata #QSAR #QSPR #machinelearning #datascienceproject #randomforest #decisiontree #svm #neuralnet #neuralnetwork #supportvectormachine #python #learnpython #pythonprogramming #datascience #datamining #bigdata #datascienceworkshop #dataminingworkshop #dataminingtutorial #datasciencetutorial #ai #artificialintelligence #tutorial #dataanalytics #dataanalysis #machinelearningmodel