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Machine learning for medicinal chemistry

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Latest Issues

We now know what it will take

Synopsis: In this post and a preprint we show that a model trained with large amounts of protein-ligand interaction data collected using DNA-encoded chemical libraries (DELs) can compete with the current state-of-the-art. We generate additi...

3 months ago
36

AI for chemistry in 2025 is like AI for images in 2010

Synopsis: In this post and a preprint we show that a simple model can identify which chemist made a given molecule from structure alone, and that you can use authorship to make pretty good activity predictions without any knowledge of chemi...

5 months ago
40

Taking away the protein cheat sheet

Synopsis: By identifying where protein-ligand interaction models pay attention, we see ours trained on less data are likely memorizing proteins rather than wrestling with the structural contributions of individual amino acids. To discourage...

6 months ago
18
3

Hit expansion at scale with Hermes

TL;DR
Hermes is a compact, fast binding prediction model trained entirely on in-house DEL data collected here at Leash. Building on Hermes, we created Artemis, a hit expansion tool that applies chemist-inspired SMARTS transformations and...

8 months ago
5

Data contamination is all random forest needs

The Fortune-Teller. Georges de La Tour, c. 1630.

Earlier this month we described Hermes, a simple model trained on massive amounts of physical measurements that we’ve generated here at Leash: Hermes achieves state-of-the-art performance on...

10 months ago
14
2

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Authors

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  • Ian Quigley

    Life science and machine learning guy. Cofounder of Leash, ex-Recursion.

  • Max Kleinsasser

    Data Scientist @ Leash Bio

  • Andrew Blevins
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