Top 23 Python unsupervised-learning Projects

• transferlearning

  1 12,841 7.6 Python

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

• pyod

  7 7,941 7.7 Python

  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

  www.influxdata.com sponsored

  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.

  

• anomaly-detection-resources

  98 7,858 5.0 Python

  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

  13 3,126 9.2 Python

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

  

Project mention: Anomalib: Anomaly detection library comprising cutting-edge algorithms | news.ycombinator.com | 2024-04-24

• mmselfsup

  5 3,079 5.3 Python

  OpenMMLab Self-Supervised Learning Toolbox and Benchmark

  

• awesome-community-detection

  1 2,265 2.8 Python

  A curated list of community detection research papers with implementations.

• karateclub

  1 2,084 7.0 Python

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

• WorkOS

  workos.com sponsored

  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.

  

• alibi-detect

  9 2,082 7.6 Python

  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.

• minisom

  3 1,379 8.2 Python

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

• Unsupervised-Classification

  2 1,301 1.4 Python

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

• HyperGAN

  2 1,190 0.0 Python

  Composable GAN framework with api and user interface

  

• similarity

  7 994 6.5 Python

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

  

• autovc

  1 961 2.7 Python

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

• ADBench

  1 770 6.9 Python

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

• disentangling-vae

  1 753 0.0 Python

  Experiments for understanding disentanglement in VAE latent representations

• corex_topic

  5 622 3.8 Python

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

• MonoRec

  1 565 0.9 Python

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

• TranAD

  1 462 2.9 Python

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

  

• Lifting-from-the-Deep-release

  2 448 0.0 Python

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

• Unsupervised-Semantic-Segmentation

  1 386 1.8 Python

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

• SeaLion

  4 333 5.2 Python

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

• DETReg

  1 332 2.8 Python

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

• TS-TCC

  1 309 2.5 Python

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

• SaaSHub

  www.saashub.com sponsored

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

  

Python unsupervised-learning related posts

• Anomalib: Anomaly detection library comprising cutting-edge algorithms
  1 project | news.ycombinator.com | 24 Apr 2024
• Defect Detection using Computer Vision
  1 project | /r/computervision | 5 Dec 2023
• Crooks’ Mistaken Bet on Encrypted Phones
  1 project | news.ycombinator.com | 17 Apr 2023
• ELI5 hardware keylogging
  1 project | /r/explainlikeimfive | 11 Apr 2023
• [D] Distributions to represent an Image Dataset
  1 project | /r/MachineLearning | 24 Feb 2023
• Early anomaly detection / Failure prediction on time series
  1 project | /r/computervision | 11 Feb 2023
• Anomaly detection in images using PatchCore
  2 projects | dev.to | 22 Jan 2023
• A note from our sponsor - InfluxDB
  www.influxdata.com | 24 Apr 2024

  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. Learn more →

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