Top 23 unsupervised-learning Open-Source Projects

• stanford-cs-229-machine-learning

  1 17,045 0.0

  VIP cheatsheets for Stanford's CS 229 Machine Learning

• transferlearning

  1 12,977 7.8 Python

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

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• awesome-artificial-intelligence

  3 9,850 5.9

  A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.

Project mention: FLaNK AI - 15 April 2024 | dev.to | 2024-04-15

• pyod

  7 8,029 7.5 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

• anomaly-detection-resources

  98 7,956 4.6 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

• simclr

  13 3,949 2.9 Jupyter Notebook

  SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

  

• anomalib

  17 3,264 9.3 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: 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.

• InfluxDB

  www.influxdata.com featured

  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.

  

• mmselfsup

  5 3,110 5.3 Python

  OpenMMLab Self-Supervised Learning Toolbox and Benchmark

  

• Machine-Learning-Specialization-Coursera

  6 2,824 4.1 Jupyter Notebook

  Contains Solutions and Notes for the Machine Learning Specialization By Stanford University and Deeplearning.ai - Coursera (2022) by Prof. Andrew NG

Project mention: Linear Algebra for Programmers | news.ycombinator.com | 2023-09-01

I cannot recommend Andrew Ng's courses on Machine Learning enough. Something like this seems like it would cover everything you're looking for.

https://www.coursera.org/learn/machine-learning

I cannot speak to the author of the content of this github repo, but it appears they have completed the course and included all of the solutions here. It might let you jump right to what you're looking for.

https://github.com/greyhatguy007/Machine-Learning-Specializa...

• opencog

  1 2,320 3.8 Scheme

  A framework for integrated Artificial Intelligence & Artificial General Intelligence (AGI)

  

• awesome-community-detection

  1 2,283 2.8 Python

  A curated list of community detection research papers with implementations.

• SimCLR

  1 2,144 0.0 Jupyter Notebook

  PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations (by sthalles)

• alibi-detect

  9 2,108 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.

• karateclub

  1 2,093 7.0 Python

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

• SfMLearner

  1 1,927 0.0 Jupyter Notebook

  An unsupervised learning framework for depth and ego-motion estimation from monocular videos

• minisom

  3 1,400 8.4 Python

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

• Unsupervised-Classification

  2 1,315 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

  7 998 5.9 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

• athena

  0 944 0.0 C++

  an open-source implementation of sequence-to-sequence based speech processing engine (by athena-team)

  

• ADBench

  1 793 6.9 Python

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

• disentangling-vae

  1 766 0.0 Python

  Experiments for understanding disentanglement in VAE latent representations

• SaaSHub

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unsupervised-learning related posts

• Computer Vision Meetup: Anomaly Detection with Anomalib and FiftyOne

  1 project | dev.to | 10 May 2024

• 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

• Positive and Negative Sampling Strategies for Representation Learning in Semantic Search

  2 projects | /r/LanguageTechnology | 25 Mar 2023

• [D] Distributions to represent an Image Dataset

  1 project | /r/MachineLearning | 24 Feb 2023
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