Machine Learning for Drug Discovery (Explained in 2 minutes)
In a little over 2 minutes, I will be explaining how Machine Learning can be used for Drug Discovery. I'll be providing a high-level explanation of this field which is known as Quantitative Structure-Activity Relationship (QSAR). Particularly, chemical structures of compounds are correlated to their biological activity (constituting the action of drugs).
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👇 Selected Papers I've written on QSAR
✅ A practical overview of quantitative structure-activity relationship https://eldorado.tu-dortmund.de/handle/2003/26225
✅ Best Practices for Constructing Reproducible QSAR Models https://link.springer.com/protocol/10.1007%2F978-1-0716-0150-1_3
✅ Towards the Revival of Interpretable QSAR Models https://link.springer.com/chapter/10.1007/978-3-319-56850-8_1
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#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
Видео Machine Learning for Drug Discovery (Explained in 2 minutes) канала Data Professor
🌟 Buy me a coffee: https://www.buymeacoffee.com/dataprofessor
🌟 Download Kite for FREE (AI-powered coding assistant that will help you code faster and smarter) https://www.kite.com/get-kite/?utm_medium=referral&utm_source=youtube&utm_campaign=dataprofessor&utm_content=description-only
👇 Selected Papers I've written on QSAR
✅ A practical overview of quantitative structure-activity relationship https://eldorado.tu-dortmund.de/handle/2003/26225
✅ Best Practices for Constructing Reproducible QSAR Models https://link.springer.com/protocol/10.1007%2F978-1-0716-0150-1_3
✅ Towards the Revival of Interpretable QSAR Models https://link.springer.com/chapter/10.1007/978-3-319-56850-8_1
⭕ 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?sub_confirmation=1
⭕ 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-podcast
✅ Data Science Virtual Internship: https://bit.ly/dataprofessor-internship
✅ Bioinformatics: http://bit.ly/dataprofessor-bioinformatics
✅ Data Science Toolbox: https://bit.ly/dataprofessor-datasciencetoolbox
✅ 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-colab
✅ 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
✅ Weka (No Code Machine Learning): http://bit.ly/dp-weka
⭕ Recommended Books:
🌟https://kit.co/dataprofessor
✅ 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/2346717/628379/4662
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⭕ 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
Видео Machine Learning for Drug Discovery (Explained in 2 minutes) канала Data Professor
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