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Starting at Go: Protein structure prediction succumbs to machine learning.
Proc Natl Acad Sci U S A
September 2023
Department of Cell Biology, Yale University, New Haven, CT 06520.
This year's Lasker Basic Science Award recognizes the invention of AlphaFold, a revolutionary advance in the history of protein research which for the first time offers the practical ability to accurately predict the three-dimensional arrangement of amino acids in the vast majority of proteins on a genomic scale on the basis of sequence alone [J. Jumper , , 583-589 (2021) and K. Tunyasuvunakool , 590-596 (2021)].
View Article and Find Full Text PDFCapturing advanced human cognitive abilities with deep neural networks.
Trends Cogn Sci
December 2022
Stanford University and DeepMind, Stanford, CA, 94305, USA. Electronic address:
How can artificial neural networks capture the advanced cognitive abilities of pioneering scientists? I suggest they must learn to exploit human-invented tools of thought and human-like ways of using them, and must engage in explicit goal-directed problem solving as exemplified in the activities of scientists and mathematicians and taught in advanced educational settings.
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