Python Labeling

Open-source Python projects categorized as Labeling

Top 14 Python Labeling Projects

  • cleanlab

    The standard data-centric AI package for data quality and machine learning with messy, real-world data and labels.

    Project mention: [Research] Detecting Annotation Errors in Semantic Segmentation Data | /r/MachineLearning | 2023-11-05

    We have feely open-sourced our new method for improving segmentation data, published a paper on the research behind it, and released a 5-min code tutorial. You can also read more in the blog if you'd like.

  • snorkel

    A system for quickly generating training data with weak supervision

    Project mention: [P] We are building a curated list of open source tooling for data-centric AI workflows, looking for contributions. | /r/MachineLearning | 2023-03-03

    The paid product came out of an open source tool: https://github.com/snorkel-team/snorkel

  • WorkOS

    The modern API for authentication & user identity. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  • evadb

    Database system for AI-powered apps

    Project mention: Show HN: Stargazers Reloaded – LLM-Powered Analyses of Your GitHub Community | news.ycombinator.com | 2023-09-30

    Hey friends!

    We have built an app for getting insights about your favorite GitHub community using large language models.

    The app uses LLMs to analyze the GitHub profiles of users who have starred the repository, capturing key details like the topics they are interested in. It takes screenshots of the stargazer's GitHub webpage, extracts text using an OCR model, and extracts insights embedded in the extracted text using LLMs.

    This app is inspired by the “original” Stargazers app written by Spencer Kimball (CEO of CockroachDB). While the original app exclusively used the GitHub API, this LLM-powered app built using EvaDB additionally extracts insights from unstructured data obtained from the stargazers’ webpages.

    Our analysis of the fast-growing GPT4All community showed that the majority of the stargazers are proficient in Python and JavaScript, and 43% of them are interested in Web Development. Web developers love open-source LLMs!

    We found that directly using GPT-4 to generate the “golden” table is super expensive — costing $60 to process the information of 1000 stargazers. To maintain accuracy while also reducing cost, we set up an LLM model cascade in a SQL query, running GPT-3.5 before GPT-4, that lowers the cost to $5.5 for analyzing 1000 GitHub stargazers.

    We’ve been working on this app for a month now and are excited to open source it today :)

    Some useful links:

    * Blog Post - https://medium.com/evadb-blog/stargazers-reloaded-llm-powere...

    * GitHub Repository - https://github.com/pchunduri6/stargazers-reloaded/

    * EvaDB - https://github.com/georgia-tech-db/evadb

    Please let us know what you think!

  • diffgram

    The AI Datastore for Schemas, BLOBs, and Predictions. Use with your apps or integrate built-in Human Supervision, Data Workflow, and UI Catalog to get the most value out of your AI Data.

  • anylabeling

    Effortless AI-assisted data labeling with AI support from YOLO, Segment Anything, MobileSAM!!

    Project mention: AnyLabeling Auto-labeling with MobileSAM - the newest and fastest variant of Segment Anything | /r/computervision | 2023-06-28

    Check out AnyLabeling v0.3.2 today: https://github.com/vietanhdev/anylabeling/releases/tag/v0.3.2.

  • refinery

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

    Project mention: [P] We are building a curated list of open source tooling for data-centric AI workflows, looking for contributions. | /r/MachineLearning | 2023-03-03

    You definitely forgot https://www.kern.ai/ :)

  • labelCloud

    A lightweight tool for labeling 3D bounding boxes in point clouds.

  • InfluxDB

    Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.

  • compose

    A machine learning tool for automated prediction engineering. It allows you to easily structure prediction problems and generate labels for supervised learning. (by alteryx)

  • bbox-visualizer

    Make drawing and labeling bounding boxes easy as cake

  • hover

    :speedboat: Label data at scale. Fun and precision included. (by phurwicz)

  • turkle

    Django-based clone of Amazon's Mechanical Turk service running in your local environment.

  • image-sorter2

    One-click image sorting/labelling script

  • iris3

    An upgraded and improved version of the Iris automatic GCP-labeling project

  • active-learning-plugin

    Label your dataset with active learning in FiftyOne!

    Project mention: Plugin for Building and Managing Plugins! | dev.to | 2024-02-09

    Some of these plugins were simpler than others. On one end, the Twilio automation plugin consists of a single Python file without bells and whistles. On the opposite extreme, plugins like Active Learning, which required multiple operators, caching, and special handling for many different scenarios. Plugins like Reverse Image Search and Concept Space Traversal were challenging in a different way, mostly because I am new to JavaScript. But that is for another day.

  • LearnThisRepo.com

    Learn 300+ open source libraries for free using AI. LearnThisRepo lets you learn 300+ open source repos including Postgres, Langchain, VS Code, and more by chatting with them using AI!

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2024-02-09.

Python Labeling related posts

Index

What are some of the best open-source Labeling projects in Python? This list will help you:

Project Stars
1 cleanlab 7,947
2 snorkel 5,655
3 evadb 2,531
4 diffgram 1,771
5 anylabeling 1,714
6 refinery 1,321
7 labelCloud 507
8 compose 466
9 bbox-visualizer 369
10 hover 312
11 turkle 139
12 image-sorter2 81
13 iris3 64
14 active-learning-plugin 6
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