GithubHelp home page GithubHelp logo

igemto-drylab

Drylab Progress 2020

TODO List:

  • Consider torch.cuda. I wrote my code to be run on a CPU, but it would be much more efficient to train on a GPU in the future. Luckily, I don't think the necessary changes are that large...hopefully (Alston)
  • If necessary, consider using in-place operations to save memory (Alston).
  • Work out how to split the meltome dataset so that it provides a good training and testing environment. Considering 3 partitions, train, validation, and test. Perhaps 80/10/10? or 60/20/20? or 60/30/10? (Ryan)
  • Develop a system of easy training of future classifiers (Ryan)

Dataset Information

Datasets in the drive: https://drive.google.com/drive/folders/1jCpfrNbQasSjeHxNEaMxZtv0VBX690ky?usp=sharing

  • UniRep vectors for Meltome dataset
  • UniRep vectors for GFP dataset

iGEM Toronto Drylab's Projects

cbas icon cbas

Code for the ICML 2019 paper 'Conditioning by adaptive sampling for robust design'

csberg-ml icon csberg-ml

Code and files for CSBERG's SYNB1 Math/Comp Stream

esm icon esm

Evolutionary Scale Modeling (esm): Pretrained language models for proteins

lec6 icon lec6

GFP Sequence to Function Model

tape icon tape

Tasks Assessing Protein Embeddings (TAPE), a set of five biologically relevant semi-supervised learning tasks spread across different domains of protein biology.

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.