Machine Learning Molecules | Gianni De Fabritiis

Опубликовано: 11 Июль 2026
на канале: Valence Labs
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Try datamol.io - the open source toolkit that simplifies molecular processing and featurization workflows for machine learning scientists working in drug discovery: https://datamol.io/

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Speaker:
Gianni De Fabritiis - https://twitter.com/gdefabritiis?ref_...

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Twitter Jonny:   / hsu_jonny  
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Chapters:

00:00 - Intro
04:29 - Deep Learning Molecular Structures
09:02 - Generative Models of Structures
11:06 - LigDream: Variational Autoencoders
12:49 - Diffusion Models
14:58 - PlayMolecules: Acting on Drugs to Discover
18:17 - TorchMD: Machine Learning Chemistry
21:48 - TorchMD Deep Dive
28:45 - TorchMD-Net
36:16 - Machine Learning Proteins
42:47 - Conclusions
45:22 - Q+A