Protein design, physics and machine learning @ Prescient Design/Genentech.

Joined April 2014
Frédéric Dreyer retweeted
Tokenizing loops of antibodies has now been published in mAbs! Antibody loops are critical for binding, but hard to design. Our tokenizer, Igloo, learns multimodal tokens that capture sequence, structure, and similarity to other loops. Igloo can be used to: 🔍 retrieve similar loops for library design 🎯 generate similar CDR H3 loops 🤖 plug into protein language models 🧪 boost predictions of variant effects on binding affinity 💊 Diversity loops for library design of antibodies Link to paper and github below. Big thanks to: @frdreyer Rob Alberstein, and Simon Kelow @genentech
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Frédéric Dreyer retweeted
Where are all the de novo designed therapeutics? In a guest post by @frdreyer, we break down what the actual bottlenecks, challenges, and opportunities are in building and deploying purely in silico drug discovery engines, with a focus on antibody structure. Link below 👇
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Frédéric Dreyer retweeted
If Elizabeth Gardner (en.m.wikipedia.org/wiki/Eliz…) had not passed away so prematurely, she might have been among the nominees for yesterday’s Nobel Prize in Physics. Let’s remember her pioneering contributions to the study of neural networks.
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Frédéric Dreyer retweeted
My co-authors and I are pleased to share our latest work on paired antibody language models, where we trained the largest open-source antibody-specific models to date on over two billion sequences from the Observed Antibody Space.
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Frédéric Dreyer retweeted
Rekord! Noch nie wurde mittels Ballonsondierung eine so hohe Nullgradgrenze ermittelt wie heute früh. Gestartet wurde der Wetterballon in Payerne, die Nullgradgrenze war auf 5298m (schwarzer Pfeil), bisheriger Rekord wurde somit deutlich übertroffen (5184m, 25.07.22). (me)
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A startlingly beautiful image that has just been published @CERN was inspired by an algorithm proposed by Prof Gavin Salam & Dr @frdreyer from the Rudolf Peierls Centre for Theoretical Physics at @UniofOxford along with collaborator Gregory Soyez from @UnivParisSaclay in 2018.
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Frédéric Dreyer retweeted
Is #AI generated text biased towards protected groups? In a new @OxfordAI paper, we look at occupational biases for gender intersectionality with religion, sexuality, political affiliation...Why does #GPT-2 think women are maids not computer programmers? bit.ly/3cSMNWU
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New physics briefing! ATLAS performs novel tests of the strong force 🏋️‍♀️, applying recent advancements in the study of particle jets. ➡️Learn more about ATLAS' latest measurements of the jet substructure and the "Lund jet plane": cern.ch/go/q8Rc
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To get a better feeling about dynamics of spreading disease and social distancing, go to this page, scroll to Immunity section and play with transmission rate slider: meltingasphalt.com/interacti…
.@DeepSpiker talking about equivariant Hamiltonian flows at the AI & Physics session of #AMLD2020
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Looking forward to the AI & Physics track at @appliedmldays next week, we have a great line-up of speakers! appliedmldays.org/tracks/ai-… #AMLD2020
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Frédéric Dreyer retweeted
A first application of image-to-image translation in particle #physics: using #machinelearning with cycle-consistent adversarial networks to transform images of jets.
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Frédéric Dreyer retweeted
From games to physics, a first successful application of reinforcement learning in theoretical physics for jet grooming applications. Paper bit.ly/2CCF1h1, code bit.ly/2UaOnKB, data bit.ly/2WqYp85 - #N3PDF @ERC_Research 🇪🇺 #EUfunded #H2020
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