Git Product home page Git Product logo

klay's Introduction

Klay - Clean DL4J Network Declarations

This project, Klay (Kotlin LAYers), uses Kotlin to build a Domain-Specific Language (DSL) for defining neural networks in DL4J. It is accompanied by this blog post.

Klay uses type-safe builder functions to initialize layers of neural networks. Instead of writing this in standard DL4J syntax:

val denseLayer = DenseLayer.Builder()
                    .nIn(10)
                    .nOut(100)
                    .activation(Activation.RELU)
                    .build()

We can use this more concise form:

val denseLayer = dense {
                        nIn(10)
                        nOut(100)
                        activation(Activation.RELU)
                       }

For more information, please refere to the blog post.

This repository contains all quickstart modelling examples from the DL4J example repository. They were converted to Kotlin and demonstrate how to use Klay. Only the layers necessary for getting the examples to work are implemented. The rest is still work in progress.

klay's People

Contributors

tilman151 avatar

Watchers

 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.