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README.md

PaddlePaddle

English | 简体中文

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Welcome to the PaddlePaddle GitHub.

PaddlePaddle (PArallel Distributed Deep LEarning) is an easy-to-use,
efficient, flexible and scalable deep learning platform, which is originally
developed by Baidu scientists and engineers for the purpose of applying deep
learning to many products at Baidu.

Our vision is to enable deep learning for everyone via PaddlePaddle.
Please refer to our release announcement to track the latest feature of PaddlePaddle.

Latest PaddlePaddle Release: Fluid 1.4.1

Install Latest Stable Release:

# Linux CPU
pip install paddlepaddle
# Linux GPU cuda9cudnn7
pip install paddlepaddle-gpu
# Linux GPU cuda8cudnn7
pip install paddlepaddle-gpu==1.4.1.post87
# Linux GPU cuda8cudnn5
pip install paddlepaddle-gpu==1.4.1.post85

# For installation on other platform, refer to http://paddlepaddle.org/

Features

  • Flexibility

    PaddlePaddle supports a wide range of neural network architectures and
    optimization algorithms. It is easy to configure complex models such as
    neural machine translation model with attention mechanism or complex memory
    connection.

  • Efficiency

    In order to unleash the power of heterogeneous computing resource,
    optimization occurs at different levels of PaddlePaddle, including
    computing, memory, architecture and communication. The following are some
    examples:

    • Optimized math operations through SSE/AVX intrinsics, BLAS libraries
      (e.g. MKL, OpenBLAS, cuBLAS) or customized CPU/GPU kernels.
    • Optimized CNN networks through MKL-DNN library.
    • Highly optimized recurrent networks which can handle variable-length
      sequence without padding.
    • Optimized local and distributed training for models with high dimensional
      sparse data.

  • Scalability

    With PaddlePaddle, it is easy to use many CPUs/GPUs and machines to speed
    up your training. PaddlePaddle can achieve high throughput and performance
    via optimized communication.

  • Connected to Products

    In addition, PaddlePaddle is also designed to be easily deployable. At Baidu,
    PaddlePaddle has been deployed into products and services with a vast number
    of users, including ad click-through rate (CTR) prediction, large-scale image
    classification, optical character recognition(OCR), search ranking, computer
    virus detection, recommendation, etc. It is widely utilized in products at
    Baidu and it has achieved a significant impact. We hope you can also explore
    the capability of PaddlePaddle to make an impact on your product.

Installation

It is recommended to read this doc on our website.

Documentation

We provide English and
Chinese documentation.

Ask Questions

You are welcome to submit questions and bug reports as Github Issues.

Copyright and License

PaddlePaddle is provided under the Apache-2.0 license.

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PArallel Distributed Deep LEarning: Machine Learning Framework from Industrial Practice （『飞桨』核心框架，深度学习&机器学习高性能单机、分布式训练和跨平台部署）

https://www.paddlepaddle.org.cn/

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