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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

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  1. 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 1.4k 70

  2. bricks Public

    Open-source natural language enrichments at your fingertips.

    Python 457 24

  3. refinery-python-sdk Public

    Official Python SDK for Kern AI refinery.

    Python 19 3

  4. refinery-sample-projects Public

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

    25 5

  5. automl-docker Public archive

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

    Python 58 3

Repositories

Showing 10 of 52 repositories
  • 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 1 Apache-2.0 3 2 5 Updated Mar 13, 2025
  • refinery-updater Public

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

    Python 0 Apache-2.0 1 0 2 Updated Mar 13, 2025
  • refinery-ui Public
    TypeScript 1 0 0 1 Updated Mar 13, 2025
  • refinery-next-parent-image Public
    Dockerfile 0 Apache-2.0 0 0 1 Updated Mar 13, 2025
  • 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 16 Updated Mar 13, 2025
  • refinery-ml-exec-env Public

    Execution environment for the active learning module in refinery. Containerized function as a service to build active learning models using scikit-learn and sequence-learn.

    Python 0 Apache-2.0 1 1 12 Updated Mar 13, 2025
  • 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 9 Updated Mar 13, 2025
  • 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 7 Updated Mar 13, 2025
  • refinery-weak-supervisor Public

    Weak supervision for refinery. Manages the integration of heuristics such as labeling functions, active learners or zero-shot classifiers. Uses the weak-nlp library for the actual integration logic and algorithms.

    Python 0 Apache-2.0 1 0 1 Updated Mar 13, 2025
  • 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 1 Updated Mar 13, 2025
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