Code Monkey home page Code Monkey logo

gurls's Introduction

----------------------------------------------------------
-------- Grand Unified Regularized Least Squares ---------
----------------------------------------------------------

Table of Contents
=================

- Introduction
- Documentation

Introduction
============

The GRAND UNIFIED REGULARIZED LEAST SQUARES software library comprises the following packages.

-GURLS, a MATLAB software library for regression and (multiclass) classification 
 based on the Regularized Least Squares (RLS) loss function. 
 Datasets that fit into your computer's memory should be handled with this package.

-bGURLS (b is for big), a MATLAB software library that allows to use RLS on very large
 matrices by means of memory-mapped storage and a simple distributed task manager.

-GURLS++, a C++ standalone implementation of GURLS, with additional simple API's for specific learning pipelines

-bGURLS++, a  C++ standalone implementation of bGURLS.

Documentation

=============

- Webpage 
	the GURLS webpage can be found at: http://lcsl.mit.edu/#/downloads/gurls

- Reference paper
	Tacchetti,  Mallapragada, Santoro and Rosasco,
	Gurls: a least squares-based library for state of the art supervised learning
	accepted for publication on JMLR

- Installation instructions can be found here:
	https://github.com/LCSL/GURLS/wiki/2-Getting-Started

- Quick intructions on how to run the libraries for a default case can be found here: 
	https://github.com/LCSL/GURLS/wiki/2-Getting-Started#wiki-Hello_World

- A User manual with several examples can be found here:
	https://github.com/LCSL/GURLS/wiki/3-User-Manual#wiki-User_Manual

- A collection of the most useful and common pipelines can be found here:
	https://github.com/LCSL/GURLS/wiki/3-User-Manual#wiki-Examples

- The list of all the available methods of the libraries can be found at
	https://github.com/LCSL/GURLS/wiki/4-Available-methods

- C++ Code Documentation can be found at: http://lcsl.github.io/GURLS/

- Further Documentation
	* Have a look at the README files of each individual package.
	
	* In gurls-manual.pdf you can find both the installation instructions 
	  and user manual, together with the Matlab and C++ Developer's Guide. 
	  GURLS is designed for easy expansion. Give it a try!
	
	* In recursiveRLS-tutorial.pdf you can find a simple Tutorial for the Recursive 
	  RLS API 

	* The description of the available methods, demos and data 
	  for each package can be found at
	 	https://github.com/CBCL/GURLS/wiki/4-Code-Description

gurls's People

Contributors

alessandro-rudi avatar atacchet avatar cciliber avatar curziobasso avatar elen4 avatar lornat75 avatar matteosantoro avatar sabba avatar

Stargazers

 avatar

Watchers

 avatar  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.