Git Product home page Git Product logo

chemlstm's Introduction

ChemLSTM

Using LSTM based language model with tokenized chemical name to predict the reaction of organic chemicals

The training data is from chemenet database, which requires Mongo. After that's installed, run the mongo server daemon by doing:

$ mongod &

Then, run

$ ./create_datasets 1 100000

To generate 10K chemical reactions with 50k real reactions and 50k fake reactions. Then a file train_reactions_100000.json will be generated and then can be used for baseline model as well as the LSTM model to train the chemical vector and predict the reaction.

$ mkdir performance

$ ./neural.py train_reactions_100000.json

chemlstm's People

Contributors

horsecracker avatar

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.