Git Product home page Git Product logo

citeseq_autoencoder's Introduction

Integrative analysis of single-cell multi-omics data using deep learning

The accompanying notebooks for my blog post "Integrative analysis of single-cell multi-omics data using deep learning": https://medium.com/@yuan_tian/integrative-analysis-of-single-cell-multi-omics-data-using-deep-learning-66a61a3448c5

The data can be downloaded at:
https://www.dropbox.com/sh/opxrude3s994lk8/AAAiWrZzFViksxKpYomlwqhEa?dl=0

To run the clustering notebook, you will need to have R and the Seurat package installed by typing:
install.packages('Seurat')
library(Seurat)

To run the autoencoder notebooks, you will need to have Python 3.6 or later and install Pytorch v1 and the fastai library by typing:
conda install -c pytorch -c fastai fastai

To use Pip install, please first install Pytorch following the instructions on: https://pytorch.org/

and then install fastai by typing:
pip install fastai

citeseq_autoencoder's People

Contributors

naity avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.