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@code-kern-ai

Kern AI

Building data-centric open-source tools for NLP
README.md

Hi there 👋

We are Kern AI, a team of ambitious data engineers and scientists aiming to make your life as a developer a bit easier. Our libraries and tools aim at improving the data-centric AI lifecycle.

We mainly maintain and publish refinery, the data scientist's open-source choice to scale, assess and maintain natural language data. Also, we maintain bricks, a collection of open-source modular NLP enrichments.

🪢 Community and contact

Feel free to join our community spaces, where we'll discuss about recent findings in data-centric AI:

We send out a (mostly) weekly newsletter about recent findings in data-centric AI, product highlights in development and more. You can subscribe to the newsletter here.

Also, you can follow us on Twitter and LinkedIn.

GitHub Discussions Discord Twitter LinkedIn YouTube Kern AI Docs Website

Pinned

  1. refinery refinery Public

    The data scientist's open-source choice to scale, assess and maintain natural language data. Treat training data like a software artifact.

    Python 1.3k 56

  2. bricks bricks Public

    Open-source natural language enrichments at your fingertips.

    Python 422 18

  3. refinery-python-sdk refinery-python-sdk Public

    Official Python SDK for Kern AI refinery.

    Python 17 3

  4. refinery-sample-projects refinery-sample-projects Public

    Containing examples of projects you can use to test refinery. Please select the use case from the branches.

    22 5

  5. automl-docker automl-docker Public archive

    CLI-based tool to automatically build ML models from training data into a servable Docker container

    Python 54 6

Repositories

Showing 10 of 47 repositories
  • refinery-submodule-model Public

    Data model for refinery. Manages entities and their access for multiple services, e.g. the gateway.

    Python 2 Apache-2.0 1 0 3 Updated Dec 5, 2023
  • refinery-gateway Public

    Gateway for refinery. Manages incoming requests and holds the workflow logic. To interact with the gateway, the UI or Python SDK can be used.

    Python 0 Apache-2.0 3 2 3 Updated Dec 5, 2023
  • refinery-tokenizer Public

    Tokenizer for refinery. Manages the creation and storage of spaCy tokens for text-based record attributes and supports multiple language models. It is used by the gateway.

    Python 1 Apache-2.0 1 0 0 Updated Dec 5, 2023
  • refinery-updater Public

    Updater for refinery. Manages migration logic to new versions if required.

    Python 0 Apache-2.0 1 0 0 Updated Dec 4, 2023
  • refinery-embedder Public

    Embedder for refinery. Manages the creation of document- and token-level embeddings using the embedders library.

    Python 1 Apache-2.0 1 0 1 Updated Nov 28, 2023
  • refinery-submodule-parent-images Public

    Submodule which contains the requirements of the different parent images of refinery.

    Python 1 Apache-2.0 0 0 1 Updated Nov 28, 2023
  • refinery-record-ide-env Public

    Execution environment for the record IDE in refinery. Containerized function as a service to build record-specific "quick-and-dirty" code snippets for exploration and debugging.

    Python 0 Apache-2.0 1 0 2 Updated Nov 28, 2023
  • refinery-ac-exec-env Public

    Execution environment for attribute calculation in refinery. Containerized function as a service to build custom attributes derived from the original data.

    Python 0 Apache-2.0 1 1 2 Updated Nov 28, 2023
  • refinery-lf-exec-env Public

    Execution environment for labeling functions in refinery. Containerized function as a service to execute user-defined Python scripts.

    Python 0 Apache-2.0 1 0 2 Updated Nov 28, 2023
  • refinery-ui Public

    UI for refinery. Used to interact with the whole system; to find out how to best work with the UI, check out our docs.

    TypeScript 4 Apache-2.0 2 0 2 Updated Nov 22, 2023
View all repositories

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