├── LICENSE ├── README.md ├── distkeras ├── __init__.py ├── evaluators.py ├── job_deployment.py ├── networking.py ├── parameter_servers.py ├── predictors.py ├── schemes.py ├── trainers.py ├── transformers.py ├── utils.py └── workers.py ├── docs ├── images │ ├── cern_logo.jpg │ └── gpl_v3.png ├── index.md ├── license.md └── optimizers.md ├── examples ├── cifar-10-preprocessing.ipynb ├── data │ ├── atlas_higgs.csv │ ├── mnist.csv │ └── mnist.zip ├── distributed_numpy_parsing.ipynb ├── example_0_data_preprocessing.ipynb ├── example_1_analysis.ipynb ├── kafka_producer.py ├── kafka_spark_high_throughput_ml_pipeline.ipynb ├── mnist.ipynb ├── mnist.py ├── mnist_analysis.ipynb ├── mnist_preprocessing.ipynb └── workflow.ipynb ├── mkdocs.yml ├── resources ├── asynchronous_method.png ├── blog-posts │ ├── css │ │ ├── katex.min.css │ │ └── main.css │ ├── fonts │ │ ├── KaTeX_AMS-Regular.eot │ │ ├── KaTeX_AMS-Regular.ttf │ │ ├── KaTeX_AMS-Regular.woff │ │ ├── KaTeX_AMS-Regular.woff2 │ │ ├── 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KaTeX_Math-BoldItalic.woff │ │ ├── KaTeX_Math-BoldItalic.woff2 │ │ ├── KaTeX_Math-Italic.eot │ │ ├── KaTeX_Math-Italic.ttf │ │ ├── KaTeX_Math-Italic.woff │ │ ├── KaTeX_Math-Italic.woff2 │ │ ├── KaTeX_Math-Regular.eot │ │ ├── KaTeX_Math-Regular.ttf │ │ ├── KaTeX_Math-Regular.woff │ │ ├── KaTeX_Math-Regular.woff2 │ │ ├── KaTeX_SansSerif-Bold.eot │ │ ├── KaTeX_SansSerif-Bold.ttf │ │ ├── KaTeX_SansSerif-Bold.woff │ │ ├── KaTeX_SansSerif-Bold.woff2 │ │ ├── KaTeX_SansSerif-Italic.eot │ │ ├── KaTeX_SansSerif-Italic.ttf │ │ ├── KaTeX_SansSerif-Italic.woff │ │ ├── KaTeX_SansSerif-Italic.woff2 │ │ ├── KaTeX_SansSerif-Regular.eot │ │ ├── KaTeX_SansSerif-Regular.ttf │ │ ├── KaTeX_SansSerif-Regular.woff │ │ ├── KaTeX_SansSerif-Regular.woff2 │ │ ├── KaTeX_Script-Regular.eot │ │ ├── KaTeX_Script-Regular.ttf │ │ ├── KaTeX_Script-Regular.woff │ │ ├── KaTeX_Script-Regular.woff2 │ │ ├── KaTeX_Size1-Regular.eot │ │ ├── KaTeX_Size1-Regular.ttf │ │ ├── KaTeX_Size1-Regular.woff │ │ ├── KaTeX_Size1-Regular.woff2 │ │ ├── KaTeX_Size2-Regular.eot │ │ ├── KaTeX_Size2-Regular.ttf │ │ ├── KaTeX_Size2-Regular.woff │ │ ├── KaTeX_Size2-Regular.woff2 │ │ ├── KaTeX_Size3-Regular.eot │ │ ├── KaTeX_Size3-Regular.ttf │ │ ├── KaTeX_Size3-Regular.woff │ │ ├── KaTeX_Size3-Regular.woff2 │ │ ├── KaTeX_Size4-Regular.eot │ │ ├── KaTeX_Size4-Regular.ttf │ │ ├── KaTeX_Size4-Regular.woff │ │ ├── KaTeX_Size4-Regular.woff2 │ │ ├── KaTeX_Typewriter-Regular.eot │ │ ├── KaTeX_Typewriter-Regular.ttf │ │ ├── KaTeX_Typewriter-Regular.woff │ │ └── KaTeX_Typewriter-Regular.woff2 │ ├── img │ │ ├── asynchronous-data-parallelism.png │ │ ├── data-parallelism.png │ │ ├── distkeras-architecture.png │ │ ├── downpour.gif │ │ ├── downpour_momentum.gif │ │ ├── easgd.png │ │ ├── experiment_adag.png │ │ ├── experiment_communication_window_accuracy.png │ │ ├── experiment_communication_window_training_time.png │ │ ├── experiment_downpour.png │ │ ├── experiment_easgd.png │ │ ├── mnist.png │ │ ├── model-averaging.png 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