项目作者: greenelab
项目描述 :
Transfer learning + gene expression
高级语言: Jupyter Notebook
项目地址: git://github.com/greenelab/whistl.git
WhISTL: Whole blood Infection Signature detection via Transfer Learning
This repository aims to test the efficacy of transfer learning on gene expression data by answering the following questions:
- Does (pre?)training a classifier to differentiate between blood gene expression from sepsis patients and healthy patients allow us to make better predictions about infectious diseases?
- Does a sepsis classifier trained on humans have any predictive power on mice?
- Do gene expression signatures learned by a model trained on microarray data transfer to RNA-seq data?