Python unsupervised-learning

Open-source Python projects categorized as unsupervised-learning

Top 23 Python unsupervised-learning Projects

  • transferlearning

    Transfer learning / domain adaptation / domain generalization / multi-task learning etc. Papers, codes, datasets, applications, tutorials.-迁移学习

  • pyod

    A Comprehensive and Scalable Python Library for Outlier Detection (Anomaly Detection)

  • Project mention: A Comprehensive Guide for Building Rag-Based LLM Applications | news.ycombinator.com | 2023-09-13

    This is a feature in many commercial products already, as well as open source libraries like PyOD. https://github.com/yzhao062/pyod

  • 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
  • anomaly-detection-resources

    Anomaly detection related books, papers, videos, and toolboxes

  • Project mention: anomaly-detection-resources: NEW Extended Research - star count:7507.0 | /r/algoprojects | 2023-10-24
  • anomalib

    An anomaly detection library comprising state-of-the-art algorithms and features such as experiment management, hyper-parameter optimization, and edge inference.

  • Project mention: Computer Vision Meetup: Anomaly Detection with Anomalib and FiftyOne | dev.to | 2024-05-10

    In this brief walkthrough, I will illustrate how to leverage open-source FiftyOne and Anomalib to build deployment-ready anomaly detection models. First, we will load and visualize the MVTec AD dataset in the FiftyOne App. Next, we will use Albumentations to test out augmentation techniques. We will then train an anomaly detection model with Anomalib and evaluate the model with FiftyOne.

  • mmselfsup

    OpenMMLab Self-Supervised Learning Toolbox and Benchmark

  • awesome-community-detection

    A curated list of community detection research papers with implementations.

  • alibi-detect

    Algorithms for outlier, adversarial and drift detection

  • Project mention: Exploring Open-Source Alternatives to Landing AI for Robust MLOps | dev.to | 2023-12-13

    Numerous tools exist for detecting anomalies in time series data, but Alibi Detect stood out to me, particularly for its capabilities and its compatibility with both TensorFlow and PyTorch backends.

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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  • karateclub

    Karate Club: An API Oriented Open-source Python Framework for Unsupervised Learning on Graphs (CIKM 2020)

  • minisom

    :red_circle: MiniSom is a minimalistic implementation of the Self Organizing Maps

  • Unsupervised-Classification

    SCAN: Learning to Classify Images without Labels, incl. SimCLR. [ECCV 2020]

  • HyperGAN

    Composable GAN framework with api and user interface

  • similarity

    TensorFlow Similarity is a python package focused on making similarity learning quick and easy.

  • autovc

    AutoVC: Zero-Shot Voice Style Transfer with Only Autoencoder Loss

  • ADBench

    Official Implement of "ADBench: Anomaly Detection Benchmark", NeurIPS 2022.

  • disentangling-vae

    Experiments for understanding disentanglement in VAE latent representations

  • corex_topic

    Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx

  • MonoRec

    Official implementation of the paper: MonoRec: Semi-Supervised Dense Reconstruction in Dynamic Environments from a Single Moving Camera (CVPR 2021)

  • TranAD

    [VLDB'22] Anomaly Detection using Transformers, self-conditioning and adversarial training.

  • Lifting-from-the-Deep-release

    Implementation of "Lifting from the Deep: Convolutional 3D Pose Estimation from a Single Image"

  • Unsupervised-Semantic-Segmentation

    Unsupervised Semantic Segmentation by Contrasting Object Mask Proposals. [ICCV 2021]

  • SeaLion

    The first machine learning framework that encourages learning ML concepts instead of memorizing class functions.

  • DETReg

    Official implementation of the CVPR 2022 paper "DETReg: Unsupervised Pretraining with Region Priors for Object Detection".

  • TS-TCC

    [IJCAI-21] "Time-Series Representation Learning via Temporal and Contextual Contrasting"

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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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).

Python unsupervised-learning related posts

Index

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

Project Stars
1 transferlearning 12,977
2 pyod 8,013
3 anomaly-detection-resources 7,937
4 anomalib 3,234
5 mmselfsup 3,108
6 awesome-community-detection 2,279
7 alibi-detect 2,101
8 karateclub 2,092
9 minisom 1,394
10 Unsupervised-Classification 1,314
11 HyperGAN 1,190
12 similarity 998
13 autovc 961
14 ADBench 789
15 disentangling-vae 766
16 corex_topic 622
17 MonoRec 565
18 TranAD 467
19 Lifting-from-the-Deep-release 448
20 Unsupervised-Semantic-Segmentation 386
21 SeaLion 332
22 DETReg 332
23 TS-TCC 317

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