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DeepHistone CNN model #41

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TaoDFang opened this issue Mar 24, 2022 · 4 comments
Open

DeepHistone CNN model #41

TaoDFang opened this issue Mar 24, 2022 · 4 comments
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@TaoDFang
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TaoDFang commented Mar 24, 2022

Here i would like to use similar model as mention in DeepHistone paper
Input would be DNA sequence (one hot encode ) and histone marks

their code here:
https://github.com/QijinYin/DeepHistone

Screenshot 2022-03-26 at 16 06 36

@TaoDFang TaoDFang self-assigned this Mar 24, 2022
@TaoDFang TaoDFang changed the title Deep learning model DeepHistone CNN model Mar 25, 2022
@TaoDFang
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TaoDFang commented Mar 26, 2022

Pytorch DataLoader tutorial: https://pytorch.org/tutorials/beginner/basics/data_tutorial.html

when build DNN model in Pytorch, built independent block at__init__ function and assembly them in forward function

pytorch tutorial: https://pytorch.org/tutorials/beginner/basics/quickstart_tutorial.html

Summary of One layer CNN: https://www.coursera.org/learn/convolutional-neural-networks/lecture/nsiuW/one-layer-of-a-convolutional-network

@TaoDFang
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TaoDFang commented Apr 1, 2022

might need to increase histone bin size or decrease seq bin size?

not 30 minutes for each epoch, can reduce training size for debuging reason

@TaoDFang
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TaoDFang commented Apr 2, 2022

test histone mark now but with very small bin size for example 1

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TaoDFang commented Apr 2, 2022

change chromosome splitting as well

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