Python active-learning

Open-source Python projects categorized as active-learning
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Topics: Machine Learning Python Deep Learning Natural Language Processing NLP
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Top 17 Python active-learning 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.

  • 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

  • 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.

  • 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

    Project mention: I made a Python package to do adaptive sampling of functions in parallel [OC] | /r/compsci | 2023-04-29

    Yes! Check it out at https://github.com/python-adaptive/adaptive/

  • deep-active-learning

    Deep Active Learning

  • asreview

    Active learning for systematic reviews

  • WorkOS

    The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.

  • 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.

  • 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)

  • 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

  • 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.

  • opinions

    The goal of this project is to quantify opinions on a subject (person, company, movement, etc...) and understand why people feel the way they feel about it

  • 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). The latest post mention was on 2024-02-09.

Python active-learning related posts

Index

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

Project Stars
1 cleanlab 8,592
2 argilla 3,081
3 modAL 2,132
4 refinery 1,358
5 adaptive 1,110
6 deep-active-learning 758
7 asreview 547
8 MONAILabel 532
9 small-text 518
10 Encord Active 420
11 Active-Learning-as-a-Service 210
12 baybe 174
13 Bamboo 160
14 active_learning 52
15 QDrant-NLP 11
16 active-learning-plugin 6
17 opinions 1

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