README.md

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    What is recommendation system ?

    • Recommendation system helps users quickly find useful and interesting information from massive data.

    • Recommendation system is also a silver bullet to attract users, retain users, increase users' stickness or conversionn.

      Who can better use the recommendation system, who can gain more advantage in the fierce competition.

      At the same time, there are many problems in the process of using the recommendation system, such as: huge data, complex model, inefficient distributed training, and so on.

    What is PaddleRec ?

    Getting Started

    Environmental requirements

    • Python 2.7/ 3.5 / 3.6 / 3.7

    • PaddlePaddle >= 1.7.2

    • operating system: Windows/Mac/Linux

      Linux is recommended for distributed training

    Installation

    1. Install by pip
    python -m pip install paddle-rec

    This method will download and install paddlepaddle-v1.7.2-cpu. If PaddlePaddle can not be installed automatically,You need to install PaddlePaddle manually,and then install PaddleRec again:

    • Download PaddlePaddle and install by pip.
    • Install PaddlePaddle by pip,python -m pip install paddlepaddle==1.7.2 -i https://mirror.baidu.com/pypi/simple
    • Other installation problems can be raised in Paddle Issue or PaddleRec Issue
    1. Install by source code
    • Install PaddlePaddle

      python -m pip install paddlepaddle==1.7.2 -i https://mirror.baidu.com/pypi/simple
    • Install PaddleRec by source code

      git clone https://github.com/PaddlePaddle/PaddleRec/
      cd PaddleRec
      python setup.py install
    • Install PaddleRec-GPU

      After installing PaddleRec,please install the appropriate version of paddlepaddle-gpu according to your environment (CUDA / cudnn),refer to the installation tutorial Installation Manuals

    Quick Start

    We take the dnn algorithm as an example to get start of PaddleRec, and we take 100 pieces of training data from Criteo Dataset:

    # Training with cpu
    python -m paddlerec.run -m paddlerec.models.rank.dnn  

    Documentation

    Background

    Introductory Project

    Introductory tutorial

    Advanced tutorial

    Benchmark

    FAQ

    Community


    Release License Slack

    Version history

    • 2020.06.17 - PaddleRec v0.1.0
    • 2020.06.03 - PaddleRec v0.0.2
    • 2020.05.14 - PaddleRec v0.0.1

    License

    Apache 2.0 license

    Contact us

    For any feedback, please propose a GitHub Issue

    You can also communicate with us in the following ways:

    • QQ group id:861717190
    • Wechat account:paddlerec2020

         

    PaddleRec QQ Group               PaddleRec Wechat account

    项目简介

    大规模推荐模型训练工具

    发行版本

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    开发语言

    • Python 95.8 %
    • Shell 4.2 %