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Paul Smyth

@smyth7

Director of AI/ML Engineering at GSK.ai. Ex-physicist. Mostly interested in deep learning for biological sequences. All opinions my own.

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Latest posts by Paul Smyth @smyth7

Congrats Diego!

28.10.2025 15:52 πŸ‘ 0 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
Preview
Adapting ProteinMPNN for antibody design without retraining The neural network ProteinMPNN designs protein sequences capable of folding into predefined tertiary structures and quaternary assemblies. It has become widely used due to its high success rates when ...

"Adapting ProteinMPNN for antibody design without retraining"

Our several-years-old fix to ProteinMPNN's tendency to make weird antibody CDR sequences is finally preprinted

15.05.2025 16:30 πŸ‘ 47 πŸ” 14 πŸ’¬ 1 πŸ“Œ 1

Three BioML starter packs now!

Pack 1: go.bsky.app/2VWBcCd
Pack 2: go.bsky.app/Bw84Hmc
Pack 3: go.bsky.app/NAKYUok

DM if you want to be included (or nominate people who should be!)

03.12.2024 03:27 πŸ‘ 149 πŸ” 58 πŸ’¬ 16 πŸ“Œ 6

Seems like an easy heuristic to apply when working out where to avoid!

03.12.2024 09:02 πŸ‘ 7 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0

Two BioML starter packs now:

Pack 1: go.bsky.app/2VWBcCd
Pack 2: go.bsky.app/Bw84Hmc

DM if you want to be included (or nominate people who should be!)

18.11.2024 17:09 πŸ‘ 119 πŸ” 56 πŸ’¬ 10 πŸ“Œ 11

Interesting, but there are some points to note. Embedding compression is not usually how pLMs are used for variant effect prediction- see e.g ESM1v. EMS1v model was optimised for DMS prediction, so no surprise it does well. Scaling should consider data and compute, as in some earlier work this year.

25.11.2024 11:18 πŸ‘ 2 πŸ” 0 πŸ’¬ 0 πŸ“Œ 0
GSK hiring Investigator, Protein Design​ in Baar, Zug, Switzerland | LinkedIn Posted 2:18:02 AM. Site Name: UK - Hertfordshire - Stevenage, Baar OnyxPosted Date: Feb 8 2024Investigator, Protein…See this and similar jobs on LinkedIn.

The protein design & informatics group at GSK is hiring in switzerland - looking for experience w/ ML (LLMs, GNNs, etc) and/or classical computational structural biology techniques

12.02.2024 19:36 πŸ‘ 9 πŸ” 5 πŸ’¬ 1 πŸ“Œ 0

A overview blog on the good things being done in GSK AIML's Sequence Learning team
gsk.ai/blogs/gsk-s-...

Reposting with tags 🧬🧢

06.02.2024 07:59 πŸ‘ 2 πŸ” 0 πŸ’¬ 1 πŸ“Œ 0

Hi all, The #livingphysics feed is live! If you are interested in the physics of life or #livingmatter, please save and pin the feed. If you do, please also "like" it as it is how I keep track of interest. πŸ¦«πŸ¦‹ #evosky πŸ§ͺ 🧬🧢 πŸ”¬ πŸ‹πŸŒ±
bsky.app/profile/did:...

16.01.2024 07:13 πŸ‘ 9 πŸ” 5 πŸ’¬ 0 πŸ“Œ 1

Now comes the hard part of figuring out what all these damn things do

16.10.2023 16:52 πŸ‘ 3 πŸ” 1 πŸ’¬ 0 πŸ“Œ 0