How to transform UMAP from a black box into a glass box: by using a special type of deep network, we can now compute exact linear equivalents that reveal which features drive each point's position in the embedding.
@ArcadiaScience [1/8]
@taculeatus@s_r_constantin Please don't hesitate to share these and any other thoughts, questions, or ideas you may have about our work in the comments of the pub! https://t.co/3mWh08rRrT
@taculeatus@s_r_constantin Traditional approaches that fail to do so are easily confounded by the evolutionary (statistical) non-independence induced by common ancestry - this is why our approach enables us to uncover these surprising instances!
It's a feature, not a bug!
I worked on a small project this weekend that bridges learning with usefulness. As mentioned in my earlier tweet, bioRxiv hosts over 311,000 manuscripts. A rapid method for identifying relevant papers would be handy.
⏩ “That is what we think will be the key for our startups — we want to find the shortcuts through evolution”
@seemaychou talks strategy and areas of opportunity with @BIOS_Community. Full podcast here: https://t.co/4nMs6zx8hN
We updated this preprint based on a bunch of awesome comments we got from too many people to name, and think it's become a much better manuscript! If you haven't taken a look yet, make sure to check out the updated version! https://t.co/qzWQ94btKI
🚨New @ArcadiaScience job alert!
We’re looking to add an evolutionary biologist to our platform team to help us develop methods to more effectively mine the tree of life! Apply now!
https://t.co/XEpBNccRG7
🚨Heads up all computational evolutionary biologists - we've got an awesome new job opening at @ArcadiaScience just for you!🚨
Join me in building our our platform capabilities to screen the tree of life, accelerating our basic and translational research!
https://t.co/SL8XML5xJR
Calling all evolutionary biologists and phylogenomics buffs! In our recent Open Questions pub, we ask for your thoughts on how we might improve and extend NovelTree, our workflow for scalable phylogenomic inference.
Read and reply!
https://t.co/MAxoFmoXsn
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Are you attending #TAGC24 and interested in comparative phylogenomics methods?
Chat with @AustinHPatton on Sat 3/9 about NovelTree, a Nextflow pipeline that outputs gene families, gene family trees, species trees, and more! 👇