26 строки
2.0 KiB
Markdown
Executable File
26 строки
2.0 KiB
Markdown
Executable File
# [](#header-1)[Project Overview](docs/index.md)
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Deep Learning Workspace (DLWorkspace) is an open source toolkit that allows AI scientists to spin up an AI cluster in turn-key fashion (either in a public cloud such as Azure, or in an on-perm cluster). It has been used in daily production for Microsoft internal groups (e.g., Microsoft Cognitive Service, SwiftKey, Bing Relevance, etc...).
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Once setup, the DLWorkspace provides web UI and/or restful API that allows AI scientist to run job (interactive exploration, training, inferencing, data analystics)
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on the cluster with resource allocated by DL Workspace cluster for each job (e.g., a single node job with a couple of GPUs with GPU Direct connection, or a distributed job with multiple GPUs per node). DLWorkspace also provides
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unified job template and operating environment that allows AI scientists to easily share their job and setting among themselves and with outside community. DLWorkspace out-of-box supports all major deep learning toolkits (TensorFlow, CNTK, Caffe, MxNet, etc..), and supports popular big data analytic toolkit such as hadoop/spark.
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# [](#header-2)Tutorials
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Here is a few short video clips that can quickly explain DLWorkspace. Note the PPT link will only work in github.com repo, not in github.com pages.
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* [DL Workspace: CNTK](https://youtu.be/3O0uwUwPRho) [(PPT)](docs/Presentation/Video/Running-CNTK.pptx)
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* [DL Workspace: TensorFlow](https://youtu.be/Xa7exVurUmE) [(PPT)](docs/Presentation/Video/Running-TensorFlow.pptx)
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* [DL Workspace: Spark](https://youtu.be/9kV9_w-eQYY) [(PPT)](docs/Presentation/Video/Running-Spark.pptx)
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* [Installation-Azure](https://youtu.be/inDcl85-TRw) [(PPT)](docs/Presentation/Video/Installation-Azure.pptx)
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* [Installation-On-Prem](https://youtu.be/T_00DrSxl70) [(PPT)](docs/Presentation/Video/Installation-On-Prem.pptx)
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# [](#header-3)Documentations
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## [DLWorkspace Cluster Deployment](docs/deployment/Readme.md)
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## [Frequently Asked Questions](docs/KnownIssues/Readme.md)
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## [Presentation](docs/presentation/1707/Readme.md)
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