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code-kern-ai avatar

code-kern-ai/refinery

0
View on GitHub↗
1,470 stars·73 forks·Python·Apache-2.0·12 viewswww.kern.ai↗

Refinery

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

Features

  • Text Annotation Tools - Tool for scaling and maintaining natural language data for scientists.
  • Data Annotation and Synthesis - Tool for scaling and maintaining natural language datasets.

Star history

Star history chart for code-kern-ai/refineryStar history chart for code-kern-ai/refinery

How this analysis was created: This summary and feature list were written by an AI model that read the project's README and public documentation pages. Each feature links to the documentation it came from; stars, license and language come straight from the GitHub API. The model does not read the source code, and the analysis is refreshed when the project is re-analysed. Learn more on our About page.

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Open-source alternatives to Refinery

Similar open-source projects, ranked by how many features they share with Refinery.
  • doccano/doccanodoccano avatar

    doccano/doccano

    10,674View on GitHub↗

    Doccano is a collaborative data labeling platform and machine learning dataset management system. It provides a web-based interface for teams to import raw text, mark datasets, and export structured annotations for model training. The project specifically supports text annotation for classification and named entity recognition tasks. It enables teams to coordinate multiple users on a single project to maintain consistent labeling guidelines and increase the speed of dataset creation. The system includes tools for data management and team coordination, providing the ability to import raw data

    Python
    View on GitHub↗10,674
  • chakki-works/doccanochakki-works avatar

    chakki-works/doccano

    10,687View on GitHub↗

    Doccano is a collaborative labeling platform and text annotation tool designed to create training data for machine learning. It provides a specialized interface for performing sequence labeling and text classification on natural language datasets. The system functions as a supervised learning dataset manager, allowing multiple users to coordinate within a shared workspace to label datasets for natural language processing tasks. It supports the preparation of raw text data for model training by converting unstructured documents into structured labeled examples. The platform includes capabilit

    Python
    View on GitHub↗10,687
  • batsresearch/nplmBatsResearch avatar

    BatsResearch/nplm

    16View on GitHub↗

    Welcome to NPLM (Noisy Partial Label Model), a programmatic weak supervision system that supports (partial) labeling functions with supervision granuarity ranging from class to a set of classes.

    Python
    View on GitHub↗16
  • autonlab/weaselautonlab avatar

    autonlab/weasel

    155View on GitHub↗

    This is a PyTorch-Lightning-based framework, based on our End-to-End Weak Supervision paper (NeurIPS 2021), that allows you to train your favorite neural network for weakly-supervised classification 1

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See all 30 alternatives to Refinery→

Frequently asked questions

What does code-kern-ai/refinery do?

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

What are the main features of code-kern-ai/refinery?

The main features of code-kern-ai/refinery are: Text Annotation Tools, Data Annotation and Synthesis.

What are some open-source alternatives to code-kern-ai/refinery?

Open-source alternatives to code-kern-ai/refinery include: doccano/doccano — Doccano is a collaborative data labeling platform and machine learning dataset management system. It provides a… chakki-works/doccano — Doccano is a collaborative labeling platform and text annotation tool designed to create training data for machine… batsresearch/nplm — Welcome to NPLM (Noisy Partial Label Model), a programmatic weak supervision system that supports (partial) labeling… cleanlab/cleanlab — Cleanlab is a data-centric AI library and toolkit designed to improve machine learning model performance by detecting… cogcomp/talen — -->. autonlab/weasel — This is a PyTorch-Lightning-based framework, based on our End-to-End Weak Supervision paper (NeurIPS 2021), that…