Git Product home page Git Product logo

lasagne's Introduction

Lasagne

Lasagne is a lightweight library to build and train neural networks in Theano.

For support, please refer to the lasagne-users mailing list: https://groups.google.com/forum/#!forum/lasagne-users

Documentation: http://lasagne.readthedocs.org/ (work in progress)

Lasagne is a work in progress, input is welcome.

Design goals:

  • Simplicity: it should be easy to use and extend the library. Whenever a feature is added, the effect on both of these should be considered. Every added abstraction should be carefully scrutinized, to determine whether the added complexity is justified.
  • Small interfaces: as few classes and methods as possible. Try to rely on Theano's functionality and data types where possible, and follow Theano's conventions. Don't wrap things in classes if it is not strictly necessary. This should make it easier to both use the library and extend it (less cognitive overhead).
  • Don't get in the way: unused features should be invisible, the user should not have to take into account a feature that they do not use. It should be possible to use each component of the library in isolation from the others.
  • Transparency: don't try to hide Theano behind abstractions. Functions and methods should return Theano expressions and standard Python / numpy data types where possible.
  • Focus: follow the Unix philosophy of "do one thing and do it well", with a strong focus on feed-forward neural networks.
  • Pragmatism: making common use cases easy is more important than supporting every possible use case out of the box.

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.