Fwd: [Announcement] Analytics Zoo 0.10.0 release

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Fwd: [Announcement] Analytics Zoo 0.10.0 release

Jason Dai

Hi Everyone,


I’m happy to announce the 0.10.0 release for Analytics Zoo (distributed TensorFlow and PyTorch on Apache Spark/Flink & Ray); the highlights of this release include: 

  • A re-designed document website for the following improvements:
    • Orca (simplified APIs for running distributed TF, PyTorch, BigDL and OpenVINO on Spark/Ray)
    • RayOnSpark (running Ray program inline with the Spark code)
    • Spark ML pipeline and Keras-like APIs for BigDL
    • Zouwu (time series framework with AutoML)
    • Ready-to-run colab notebooks (for Orca, RayOnSpark, Zouwu, etc.)
  • Experimental PPML support for Privacy Preserving Big Data AI
    • Running unmodified Apache Spark/Flink and TF/PyTorch/BigDL/OpenVINO in a secure fashion on cloud

 Thanks,

-Jason

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Re: [Announcement] Analytics Zoo 0.10.0 release

Yik San Chan
Hi Jason,

Thanks for sharing. I look up the term "Flink" on https://analytics-zoo.readthedocs.io/en/latest/ but it doesn't even exist. Do you mind sharing how does it relate to Flink users?

Best,
Yik San

On Wed, Apr 28, 2021 at 10:48 PM Jason Dai <[hidden email]> wrote:

Hi Everyone,


I’m happy to announce the 0.10.0 release for Analytics Zoo (distributed TensorFlow and PyTorch on Apache Spark/Flink & Ray); the highlights of this release include: 

  • A re-designed document website for the following improvements:
    • Orca (simplified APIs for running distributed TF, PyTorch, BigDL and OpenVINO on Spark/Ray)
    • RayOnSpark (running Ray program inline with the Spark code)
    • Spark ML pipeline and Keras-like APIs for BigDL
    • Zouwu (time series framework with AutoML)
    • Ready-to-run colab notebooks (for Orca, RayOnSpark, Zouwu, etc.)
  • Experimental PPML support for Privacy Preserving Big Data AI
    • Running unmodified Apache Spark/Flink and TF/PyTorch/BigDL/OpenVINO in a secure fashion on cloud

 Thanks,

-Jason

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Re: [Announcement] Analytics Zoo 0.10.0 release

Jason Dai
Please See the following:
1) Analytics Zoo PPML supports running unmodified Flink programs in a secure fashion on an untrusted cloud (https://analytics-zoo.readthedocs.io/en/latest/doc/PPML/Overview/ppml.html#trusted-realtime-compute-and-ml)

2)  Analytics Zoo Cluster Serving supports distributed real-time DL (TensorFlow, PyTorch, BigDL, OpenVINO, etc.) model serving on Flink (see https://analytics-zoo.github.io/master/#ClusterServingGuide/ProgrammingGuide/ - we are yet to migrate this page to the new document website).

Thanks,
-Jason

On Wed, Apr 28, 2021 at 11:27 PM Yik San Chan <[hidden email]> wrote:
Hi Jason,

Thanks for sharing. I look up the term "Flink" on https://analytics-zoo.readthedocs.io/en/latest/ but it doesn't even exist. Do you mind sharing how does it relate to Flink users?

Best,
Yik San

On Wed, Apr 28, 2021 at 10:48 PM Jason Dai <[hidden email]> wrote:

Hi Everyone,


I’m happy to announce the 0.10.0 release for Analytics Zoo (distributed TensorFlow and PyTorch on Apache Spark/Flink & Ray); the highlights of this release include: 

  • A re-designed document website for the following improvements:
    • Orca (simplified APIs for running distributed TF, PyTorch, BigDL and OpenVINO on Spark/Ray)
    • RayOnSpark (running Ray program inline with the Spark code)
    • Spark ML pipeline and Keras-like APIs for BigDL
    • Zouwu (time series framework with AutoML)
    • Ready-to-run colab notebooks (for Orca, RayOnSpark, Zouwu, etc.)
  • Experimental PPML support for Privacy Preserving Big Data AI
    • Running unmodified Apache Spark/Flink and TF/PyTorch/BigDL/OpenVINO in a secure fashion on cloud

 Thanks,

-Jason