active-learning

Open-source projects categorized as active-learning
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Language: + Python + TypeScript + C++ + Jupyter Notebook
Topics: Machine Learning Deep Learning Python NLP Natural Language Processing
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Top 23 active-learning Open-Source 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.

  • vowpal_wabbit

    Vowpal Wabbit is a machine learning system which pushes the frontier of machine learning with techniques such as online, hashing, allreduce, reductions, learning2search, active, and interactive learning.

  • 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.

    InfluxDB logo

  • argilla

    Argilla is a collaboration platform for AI engineers and domain experts that require high-quality outputs, full data ownership, and overall efficiency.

    • Project mention: Open-Source Data Collection Platform for LLM Fine-Tuning and RLHF | news.ycombinator.com | 2023-06-05

    I'm Dani, CEO and co-founder of Argilla.

    Happy to answer any questions you might have and excited to hear your thoughts!

    More about Argilla

    GitHub: https://github.com/argilla-io/argilla

  • modAL

    A modular active learning framework for Python

  • refinery

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

  • adaptive

    :chart_with_upwards_trend: Adaptive: parallel active learning of mathematical functions

  • deep-active-learning

    Deep Active Learning

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  • awesome-open-data-centric-ai

    Curated list of open source tooling for data-centric AI on unstructured data.

  • awesome-active-learning

    A curated list of awesome Active Learning

  • 3d-bat

    3D Bounding Box Annotation Tool (3D-BAT) Point cloud and Image Labeling

  • asreview

    Active learning for systematic reviews

  • MONAILabel

    MONAI Label is an intelligent open source image labeling and learning tool.

  • small-text

    Active Learning for Text Classification in Python

    • Project mention: Small-Text: Looking for Contributors (Active Learning, Text Classification, NLP) | /r/LanguageTechnology | 2023-05-21

  • Encord Active

    Open source active learning toolkit to find failure modes in your computer vision models, prioritize data to label next, and drive data curation to improve model performance.

    • Project mention: Launch HN: Encord (YC W21) – Unit testing for computer vision models | news.ycombinator.com | 2024-01-31

    We base our pricing on your user and consumption scale and would be happy to discuss this with you directly. Please feel free to explore the OS version of Active at https://github.com/encord-team/encord-active. Note that some features, such as natural language search using GPU accelerated APIs, are not included in the cloud version.

  • markup

    A web-based document annotation tool, powered by GPT-4 :rocket: (by samueldobbie)

    • Project mention: Show HN: An annotation tool for ML and NLP | news.ycombinator.com | 2023-05-15

    Hey HN! I'm super excited to share Markup with you, which is a totally free & open-source annotation tool that helps you transform unstructured text (e.g. news articles) into structured data that you can use for building, training, or fine-tuning ML models!

    Check it out: https://github.com/samueldobbie/markup

  • Active-Learning-as-a-Service

    A scalable & efficient active learning/data selection system for everyone.

  • baybe

    Bayesian Optimization and Design of Experiments

    • Project mention: BayBE – A Bayesian Back End for Design of Experiments | news.ycombinator.com | 2023-12-06

  • Bamboo

    Bamboo: 4 times larger than ImageNet; 2 time larger than Object365; Built by active learning. (by ZhangYuanhan-AI)

  • internet-explorer

    Internet Explorer explores the web in a self-supervised manner to progressively find relevant examples that improve performance on a desired target dataset.

    • Project mention: Internet Explorer: Targeted Representation Learning on the Open Web | news.ycombinator.com | 2023-10-09

  • active_learning

    Code for Active Learning at The ImageNet Scale. This repository implements many popular active learning algorithms and allows training with torch's DDP.

  • QDrant-NLP

    QDrant-NLP

  • egsis

    EGSIS: Exploratory Graph-based Semi-supervised Image Segmentation

    • Project mention: [P] EGSIS: Exploratory Graph-based Semi-supervised Image Segmentation | /r/MachineLearning | 2023-11-27

  • 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.

  • SaaSHub

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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).

active-learning related posts

  • [P] EGSIS: Exploratory Graph-based Semi-supervised Image Segmentation

    1 project | /r/MachineLearning | 27 Nov 2023

  • [P] EGSIS: Exploratory Graph-based Semi-supervised Image Segmentation

    1 project | /r/MachineLearning | 27 Nov 2023

  • Internet Explorer: Targeted Representation Learning on the Open Web

    1 project | news.ycombinator.com | 9 Oct 2023

  • Small-Text: Looking for Contributors (Active Learning, Text Classification, NLP)

    1 project | /r/LanguageTechnology | 21 May 2023

  • Show HN: An annotation tool for ML and NLP

    2 projects | news.ycombinator.com | 15 May 2023

  • Internet Explorer: Targeted Representation Learning on the Open Web

    1 project | /r/CKsTechNews | 16 Apr 2023

  • Internet Explorer: Targeted Representation Learning on the Open Web

    1 project | news.ycombinator.com | 16 Apr 2023
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    www.saashub.com | 11 May 2024
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Index

What are some of the best open-source active-learning projects? This list will help you:

Project Stars
1 cleanlab 8,719
2 vowpal_wabbit 8,409
3 argilla 3,132
4 modAL 2,143
5 refinery 1,366
6 adaptive 1,114
7 deep-active-learning 758
8 awesome-open-data-centric-ai 678
9 awesome-active-learning 674
10 3d-bat 580
11 asreview 561
12 MONAILabel 542
13 small-text 520
14 Encord Active 420
15 markup 232
16 Active-Learning-as-a-Service 210
17 baybe 182
18 Bamboo 161
19 internet-explorer 160
20 active_learning 52
21 QDrant-NLP 11
22 egsis 9
23 active-learning-plugin 6

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