DeepNose: Using artificial neural networks to represents the space - - PowerPoint PPT Presentation

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Aug 19, 2023 166 likes •248 views

36t 36th Internation onal Con Conference on on Machine Learning DeepNose: Using artificial neural networks to represents the space of odorants Tumi Ngoc Tran, Daniel Kepple, Sergey Shuvaev, Alexei Koulakov Cold Spring Harbor Laboratory

SLIDE 1

DeepNose: Using artificial neural networks to represents the space of odorants

Tumi Ngoc Tran, Daniel Kepple, Sergey Shuvaev, Alexei Koulakov Cold Spring Harbor Laboratory 36t 36th Internation

nal Con

Conference on

n Machine Learning

SLIDE 2

SLIDE 3

OR2 OR1 OR350 Molecules

Odorant Receptors (ORs)

SLIDE 4

Hypothesis: Odorant receptors are 3D molecular filters. Corollary: They can be ‘trained’ using neural network methods.

ORs Molecules

1 2 350 …

SLIDE 5

DeepNose autoencoder

SLIDE 6

DeepNose classifier

SLIDE 7

DeepNose: Using artificial neural networks to represents the space - - PowerPoint PPT Presentation

DeepNose: Using artificial neural networks to represents the space of odorants

Tumi Ngoc Tran, Daniel Kepple, Sergey Shuvaev, Alexei Koulakov Cold Spring Harbor Laboratory 36t 36th Internation

Odorant Receptors (ORs)

Hypothesis: Odorant receptors are 3D molecular filters. Corollary: They can be ‘trained’ using neural network methods.

DeepNose autoencoder

DeepNose classifier

CSHL is hiring people interested in applying ML to understand the brain (akula@cshl.edu)

Poster #249

Today at 6:30PM, Pacific Ballroom https://doi.org/10.1101/464735