• Stars
    star
    280
  • Rank 141,907 (Top 3 %)
  • Language
    Julia
  • License
    Other
  • Created over 9 years ago
  • Updated 5 months ago

Reviews

There are no reviews yet. Be the first to send feedback to the community and the maintainers!

Repository Details

XGBoost Julia Package

XGBoost.jl

Build Status Latest Version Pkg Eval Dependents docs

eXtreme Gradient Boosting in Julia.

Abstract

This package is a Julia interface of XGBoost. It is an efficient and scalable implementation of distributed gradient boosting framework. The package includes efficient linear model solver and tree learning algorithms. The library is parallelized using OpenMP, and it can be more than 10 times faster than some existing gradient boosting packages. It supports various objective functions, including regression, classification and ranking. The package is also made to be extensible, so that users are also allowed to define their own objectives easily.

See the documentation for more information.

Installation

] add XGBoost

This package uses xgboost_jll to package the xgboost binaries (will be installed automatically).

Preview

More Repositories

1

xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Dask, Flink and DataFlow
C++
25,402
star
2

dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.
Python
12,966
star
3

gluon-cv

Gluon CV Toolkit
Python
5,749
star
4

gluon-nlp

NLP made easy
Python
2,548
star
5

nnvm

C++
1,655
star
6

decord

An efficient video loader for deep learning with smart shuffling that's super easy to digest
C++
1,567
star
7

ps-lite

A lightweight parameter server interface
C++
1,502
star
8

minpy

NumPy interface with mixed backend execution
Python
1,111
star
9

mshadow

Matrix Shadow:Lightweight CPU/GPU Matrix and Tensor Template Library in C++/CUDA for (Deep) Machine Learning
C++
1,098
star
10

cxxnet

move forward to https://github.com/dmlc/mxnet
C++
1,025
star
11

dmlc-core

A common bricks library for building scalable and portable distributed machine learning.
C++
861
star
12

dlpack

common in-memory tensor structure
Python
829
star
13

treelite

Universal model exchange and serialization format for decision tree forests
C++
703
star
14

minerva

Minerva: a fast and flexible tool for deep learning on multi-GPU. It provides ndarray programming interface, just like Numpy. Python bindings and C++ bindings are both available. The resulting code can be run on CPU or GPU. Multi-GPU support is very easy.
C++
689
star
15

parameter_server

moved to https://github.com/dmlc/ps-lite
C++
645
star
16

mxnet-notebooks

Notebooks for MXNet
Jupyter Notebook
613
star
17

rabit

Reliable Allreduce and Broadcast Interface for distributed machine learning
C++
507
star
18

mxnet.js

MXNetJS: Javascript Package for Deep Learning in Browser (without server)
JavaScript
435
star
19

MXNet.jl

MXNet Julia Package - flexible and efficient deep learning in Julia
372
star
20

tensorboard

Standalone TensorBoard for visualizing in deep learning
Python
370
star
21

wormhole

Deprecated
C++
341
star
22

mxnet-memonger

Sublinear memory optimization for deep learning, reduce GPU memory cost to train deeper nets
Python
308
star
23

difacto

Distributed Factorization Machines
C++
296
star
24

mxnet-model-gallery

Pre-trained Models of DMLC Project
266
star
25

GNNLens2

Visualization tool for Graph Neural Networks
TypeScript
206
star
26

HalideIR

Symbolic Expression and Statement Module for new DSLs
C++
202
star
27

mxnet-gtc-tutorial

MXNet Tutorial for NVidia GTC 2016.
Jupyter Notebook
131
star
28

experimental-lda

C++
127
star
29

MXNet.cpp

C++ interface for mxnet
C++
114
star
30

experimental-mf

cache-friendly multithread matrix factorization
C++
86
star
31

web-data

The repo to host all the web data including images for documents in dmlc projects.
Jupyter Notebook
80
star
32

nnvm-fusion

Kernel Fusion and Runtime Compilation Based on NNVM
C++
64
star
33

dmlc.github.io

HTML
27
star
34

cub

Cuda
18
star
35

tl2cgen

TL2cgen (TreeLite 2 C GENerator) is a model compiler for decision tree models
C++
16
star
36

mxnet-deepmark

Benchmark speed and other issues internally, before push to deep-mark
Python
7
star
37

mxnet-examples

MXNet Example
6
star
38

xgboost-bench

Python
4
star
39

drat

Drat Repository for DMLC R packages
4
star
40

nn-examples

1
star
41

gluon-nlp-notebooks

1
star
42

docs-redirect-for-mxnet

redirect mxnet.readthedocs.io to mxnet.io
Python
1
star