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  • Apache Spark
  • Apache Flink (planned)
  • Apache Zeppelin
  • Jupyter
  • TensorFlow + Jupyter
  • Deep Learning + Jupyter

DLab leverages cloud computing providers for virtual hardware provisioning and currently supports the following:

  • Amazon Web Services (AWS)
  • Microsoft Azure
  • Google Compute Platform (GCP) (under development)

DLab offers git-based collaboration tools for data scientists and developers and integrates with the following git service providers:

Additionally, DLab includes the option to configure the UnGit tool in an environment to facilitate collaboration. Finally, DLab integrates closely with many security and SSO offerings, including:

  • LDAP
  • Microsoft Active Directory
  • AWS Identity Access Management service

DLab was designed from the ground up to be highly configurable, flexible, and extensible platform. We believe these qualities will encourage community growth by enabling contributors to easily add new integrations and extensions.

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As previously mentioned, DLab is under active development at EPAM Systems, and is being used in a number of production deployments:


  • Wiki Markup
    \[An investment company\] is using DLab as an AWS-based analytics platform for their data scientists to provide a convenient way to perform multi-tenant data analytics. This enables data scientists to easily provision work environments with integrated data sources based on Elasticsearch, Apache HBase, and Neo4j, and utilizing Apache Spark. This enabled a “one click”, self service option for users to provision an environment with the necessary tools and data.
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  • Wiki Markup
    \[An electronics manufacturing company\] leverages DLab for data quality, data exploration, and analytics. The company’s data scientists leverage DLab to work with data sources that have been transferred to the cloud in order to find new insights on the data, and help the implementation team define requirements for data engineering. The main goal is to increase the utilization of various tools by decreasing time to deployment.
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  • Wiki Markup
    \[A retail company\] is using DLab as an image recognition framework, to enable automated restocking of inventory.
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  • Wiki Markup
    \[A travel company\] is using DLab to create recommendation engine that will allow end users to find more relevant accommodations faster and at a lower cost.
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Meritocracy

We value meritocracy and we understand that it is the basis for an open community that encourages multiple companies and individuals to contribute and be invested in the project’s future. We will encourage and monitor participation and make sure to extend privileges and responsibilities to all contributors.

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  • dev@dlab.incubator.apache.org
  • commits@dlab.incubator.apache.org
  • private@dlab.incubator.apache.org

Source control

Issue tracking

Documentation

Initial Source

The DLab codebase is currently hosted on Github: https://github.com/epam/DLab

...

  • Dmytro Liaskovskyi dmytro_liaskovskyi@epam.com
  • Volodymyr Veres Volodymyr_Veres@epam.com
  • Oleh Hrynets Oleh_Hrynets@epam.com
  • Oleh Hrynyk Oleh_Hrynyk@epam.com
  • Oleh Martushevskyi Oleh_Martushevskyi@epam.com
  • Oleh Moskovych Oleh_Moskovych@epam.com
  • Vadym Kuznetsov Vadym_Kuznetsov@epam.com
  • Usein Faradzhev Usein_Faradzhev@epam.com
  • Bohdan Hliva Bohdan_Hliva@epam.com
  • Oleksandr Melnychuk Oleksandr_Melnychuk1@epam.com
  • Mikhail Teplitskiy Mikhail_Teplitskiy@epam.com
  • Vira Vitanska Vira_Vitanska@epam.com
  • Andriana Kovalyshyn Andriana_Kovalyshyn@epam.com
  • Oleksandr Chaparin Oleksandr_Chaparin@epam.com
  • Denys Shliakhov Denys_Shliakhov@epam.com
  • Nazar Barabash Nazar_Barabash@epam.com
  • Yuriy Holinko Yuriy_Holinko@epam.com
  • Petro Kotsiuba Petro_Kotsiuba@epam.com
  • Bogdan Rudyi Bogdan_Rudyi@epam.com
  • Mikhail Teplitskyi Mikhail_Teplitskyi@epam.com

Sponsors

Champion

  • P. Taylor Goetz ptgoetz@apache.org

...

  • P. Taylor Goetz ptgoetz@apache.org
  • Henry Saputra hsaputra@apache.org

Interested Contributors

  • Debo Dutta ddutta@apache.org

Sponsoring Entity

  • The Apache Incubator