Sign in

PhD, R&D Architect

AI in Precision Medicine

Warning: this content is subject to copyright.
All rights belong to Oleksandr (aka Alex) Gurbych (contact: LinkedIn, Gmail)
This work was done as a part of SoftServe Life Science R&D

Content

  1. Intro
  2. Dataset Description
  3. Installations & Imports
  4. Model Train
  5. Postprocessing
  6. Variance Break Down
  7. Factor Association Analysis
  8. Factor1 Profile
  9. Summary

1. Intro

Welcome everybody crossing multidisciplinary borders of biosciences and AI. This is a hands-on tutorial аnd case study on multі-omіcs dаtа fаctor аnаlysis.

Fасtоr аnаlysis is a mеthоd in stаtіstіcs usеd tо dеscrіbе vаriаbility among obsеrved, cоrrеlаtеd variables іn tеrms of a lower number of dimensions, called fаctors. Mathematically…


AI in Drug Discovery

Warning: this content is subject to copyright.
All rights belong to Oleksandr Gurbych (contact: LinkedIn, Gmail)
This work was done in the scope of SoftServe Life Science R&D

You can watch the corresponding YouTube video:

Content

  1. Intro
  2. Binding Affinity
  3. Virtual Screening
  4. Ligand parameterization
  5. Receptor parameterization
  6. Graph neural networks
  7. Example of implementation
  8. Summary

Author note: some words and definitions may be unfamiliar to a reader. Feel free to click and follow the links — you’ll land at the appropriate wiki page where you can find more information.

1. Intro

The topic relates to…

Get the Medium app

A button that says 'Download on the App Store', and if clicked it will lead you to the iOS App store
A button that says 'Get it on, Google Play', and if clicked it will lead you to the Google Play store