Code Monkey home page Code Monkey logo

dietnet's Introduction

Diet Networks: Thin Parameters for Fat Genomics

Unofficial implementation of diet networks in TensorFlow.

tb

Requirements:

Usage:

  • Install the requirements above. Use plink2numpy to preprocess PLINK files and run dietnet script with --prefix option.
  • To reproduce 1000G results, install dietnet e.g. python setup.py install and run make command in 1000G folder. (~700MB file will be downloaded) Finally, run ./dietnet train 1000G/genotypes

TODO:

  • Dropout
  • Bias terms for We and Wd
  • Summary ops and tensorboard screenshots. also misclass. err
  • K-fold CV
  • Make train and predict subcommands e.g. add placeholders
  • Other embeddings: random projection, histogram
  • SNP2vec

dietnet's People

Contributors

gokceneraslan avatar

Watchers

James Cloos avatar

Forkers

genomics4ai

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.