公开(公告)号：US20230083892A1

公开(公告)日：2023-03-16

申请号：US17798024

申请日：2021-02-08

Applicant: Google LLC

Inventor： David Benjamin Belanger ,  Georgiana Andreea Gane ,  Christof Angermueller ,  David W. Sculley, II ,  David Martin Dohan ,  Kevin Patrick Murphy ,  Lucy Colwell ,  Zelda Elaine Mariet

IPC: G06Q40/02 ,  G06K9/62

Abstract: Methods and systems for performing black box optimization to identify an output that optimizes an objective.

公开(公告)号：US20220172055A1

公开(公告)日：2022-06-02

申请号：US17601105

申请日：2020-04-10

Applicant: Google LLC

Inventor： Maxwell Bileschi ,  Lucy Colwell ,  Theodore Sanderson ,  David Benjamin Belanger ,  Jamie Alexander Smith ,  Drew Bryant ,  Mark Andrew DePristo ,  Brandon Carter

IPC: G06N3/08 ,  G16B40/00 ,  G16B50/10 ,  G16B20/00

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for predicting biological functions of proteins. In one aspect, a method comprises: obtaining data defining a sequence of amino acids in a protein; processing the data defining the sequence of amino acids in the protein using a neural network, wherein: the neural network is a convolutional neural network comprising one or more dilated convolutional layers; and the neural network is configured to process the data defining the sequence of amino acids in the protein in accordance with trained parameter values of the neural network to generate a neural network output characterizing at least one predicted biological function of the sequence of amino acids in the protein; and identifying the predicted biological function of the sequence of amino acids in the protein using the neural network output.