unsupervised-clustering

There are 4 repositories under unsupervised-clustering topic.

SpectralCluster
wq2012 / SpectralCluster
Python re-implementation of the (constrained) spectral clustering algorithms used in Google's speaker diarization papers.
auto-tune clustering constrained-clustering machine-learning python speaker-diarization spectral-clustering unsupervised-clustering unsupervised-learning
Language:Python 540
MouseLand / rastermap
a visualization method for neural data
neuroscience neuroscience-methods unsupervised-clustering
Language:Python 238
janghyuncho / PiCIE
PiCIE: Unsupervised Semantic Segmentation using Invariance and Equivariance in clustering (CVPR2021)
self-supervised-learning semantic-segmentation unsupervised-clustering unsupervised-learning
Language:Jupyter Notebook 203
nQuantCpp
mcychan / nQuantCpp
nQuantCpp includes top 6 color quantization algorithms for visual c++ producing high quality optimized images.
color-quantization quantization-algorithms dl3-quantization error-diffusion image-processing cielab visual-cpp dithering unsupervised-clustering median-cut transparency quality otsu-threshold otsu-thresholding hilbert-curve blue-noise
Language:C++ 114
erdogant / clusteval
Clusteval provides methods for unsupervised cluster validation
clustering unsupervised-clustering silhouette-method dbindex density-based-clustering validation machine-learning python
Language:Jupyter Notebook 62
CarsonScott / HSOM
Hierarchical self-organizing maps for unsupervised pattern recognition
neural-network self-organizing-map self-organization unsupervised-learning classification multiclass-classification classifier classifier-training artificial artificial-intelligence artificial-neural-network machine-learning machine-learning-algorithms artificial-intelligence-algorithms ai ml deep-learning deep-neural-networks unsupervised-machine-learning unsupervised-clustering
Language:Python 61
TheDatumOrg / kshape-matlab
Matlab implementation for k-Shape
clustering matlab time-series time-series-analysis time-series-clustering unsupervised-clustering
Language:MATLAB 54
GoGoDuck912 / pytorch-vector-quantization
A Pytorch Implementations for Various Vector Quantization Methods
computer-vision deep-learning self-supervised-learning unsupervised-clustering vector-quantization
Language:Python 33
HongJea-Park / robust_EM_for_gmm
MS Yang, A robust EM clustering algorithm for Gaussian mixture models, Pattern Recognit., 45 (2012), pp. 3950-3961
gaussian-mixture-models gmm-clustering pattern-recognition unsupervised-clustering
Language:Python 23
mohammadhashemii / Web-Crawler-Detection
Web Crawler Detection using Unsupervised Algorithms
anomaly-detection autoencoder crawler fraud-detection isolation-forest machine-learning unsupervised-clustering
Language:Jupyter Notebook 23
orrorcol / soinn
SOINN / 聚类 / 无监督聚类 / 快速 / clustering / unsupervised clustering / fast
clustering clustering-algorithm soinn python unsupervised-clustering unsupervised-learning cpp14
Language:C++ 20
mlbio-epfl / hume
[NeurIPS 2023 Spotlight] The Pursuit of Human Labeling: A New Perspective on Unsupervised Learning
clustering deep-learning generalization neurips neurips-2023 self-supervised-learning unsupervised-clustering unsupervised-learning
Language:Python 17
somap
mthiboust / somap
A flexible, fast and scalable python library for Self-Organizing Maps
jax machine-learning python self-organizing-map unsupervised-clustering unsupervised-learning equinox ai bio-inspired
Language:Jupyter Notebook 16
tony-coder / 2020-FC-Unsupervised-Classification-System-for-FintechEnterprises
e企查 | 金融科技服务平台企业数据的无监督分类系统-2020年第十一届**大学生服务外包创新创业大赛A10赛题
machine-learning unsupervised-clustering django-rest-framework vue element-ui
Language:Python 16
zyuan-astro / StarGO-OC
Apply a clustering tool based on self-organizing-map to identify open clusters
unsupervised-clustering gaia astrophysics self-organizing-map
Language:Jupyter Notebook 12
creinders / ClusteringAlgorithmsFromScratch
Clustering algorithms (Mean shift and K-Means) from scratch in NumPy, PyTorch, TensorFlow, and JAX
jax kmeans mean-shift numpy pytorch tensorflow2 unsupervised-clustering python
Language:Python 11
Mike-Schmidt-Avemac / ai-email-insights
Code created for blog series on unsupervised feature/topic extraction from corporate email content. An implementation for cleaning raw email content, data analysis, unsupervised topic clustering for sentiment/alignment and ultimately several deep-learning models for classification. Details at www.avemacconsulting.com.
email-parsing email-insights email-nlp email-classification python-machine-learning pytorch-machine-learning unsupervised-machine-learning unsupervised-clustering unsupervised-classification
Language:Python 10
Stuart-D-King / homer_segmentation
Customer segmentation using k-modes unsupervised clustering
unsupervised-clustering k-modes python customer-segmentation data-analysis
Language:HTML 10
uttej2001 / Anomaly-Logs-Detection
There are many studies done to detect anomalies based on logs. Current approaches are mainly divided into three categories: supervised learning methods, unsupervised learning methods, and deep learning methods. Many supervised learning methods are used for log-based anomaly detection.
anomaly-detection unsupervised-clustering unsupervised-machine-learning kmeans-clustering isolation-forest-algorithm ensemble-learning stacking-ensemble
Language:Jupyter Notebook 10
AjinkyaGhadge / PCA-from-scratch-in-Python
An implementation of Principal Component Analysis for MNIST dataset, and visualization
machine-learning machine-learning-algorithms unsupervised-machine-learning unsupervised-learning unsupervised-clustering visualization
Language:Jupyter Notebook 9
gsarti / cancer-detection
Team Capybara final project "Histopathologic Cancer Detection" for the Statistical Machine Learning course @ University of Trieste
convolutional-neural-networks cancer-detection cancer university-project university-of-trieste data-science dssc capsule-network capsule-networks healthcare random-forest image-segmentation unsupervised-clustering
Language:Jupyter Notebook 9
nQuantGpp
mcychan / nQuantGpp
nQuantGpp includes top 10 color quantization algorithms for g++ producing high quality optimized images.
blue-noise cielab color-quantization dithering dl3-quantization error-diffusion hilbert-curve image-processing median-cut opencv otsu-threshold otsu-thresholding quantization-algorithms transparency unsupervised-clustering
Language:C++ 9
NikhilGupta1997 / Data-Mining-Algorithms
A generic library created to perform unsupervised clustering and frequent subgraph mining
clustering data-mining frequent-subgraph-mining isomorphism unsupervised-clustering
Language:C++ 9
SiamakGhodsi / iFairNMTF
individual Fair Nonnegative Matrix Tri-Factorization
bias-mitigation clustering-algorithm fairness-ml graph-theory nmf-matrix-factorization unsupervised-clustering
Language:Jupyter Notebook 9
havelhakimi / seeds
Prototype based clustering on seeds dataset
clarans kmeans-clustering kmedoids-clustering clustering-algorithm prototype-based-clustering unsupervised-clustering
Language:Jupyter Notebook 8
RoryQo / Country-Needs-Assessment-for-Humanitarian-Aid-Challenge
Categorize the countries using ML algorithms (PCA dimension reduction and PAM clustering) with socio-economic and health factors that determine the overall development of the country. Then we can suggest the countries which HELP (international humanitarian Non-Governmental Organization) needs to focus on the most.
ad-hoc-analysis economic-development machine-learning principal-component-analysis rstudio unsupervised-clustering
Language:R 8
AAndonio / Unsupervised-Feature-Selection-NDFS
Unsupervised Feature Selection NDFS is a project that shows how to select features with NDFS algorithm
unsupervised-learning unsupervised-machine-learning unsupervised-clustering time-series classification-model
Language:Python 7
anshul1004 / TweetsClustering
Clustering similar tweets using K-means clustering algorithm and Jaccard distance metric
twitter tweets tweet-clustering clustering k-means k-means-clustering k-means-implementation-in-python python python3 jaccard-similarity jaccard-distance health-data unsupervised-learning data-preprocessing clustering-algorithm jaccard tweet-classifier unsupervised-clustering uci-machine-learning machine-learning
Language:Python 7
charmichokshi / Unsupervised-Image-Segmentation-Algorithms
image-segmentation unsupervised-clustering kmeans-clustering dbscan-clustering mean-shift n-cut graph-cut watershade
Language:Python 7
DaniJonesOcean / GMM_example
Demo: how to apply Gaussian mixture modelling to Argo float data
argo demo gmm profiles unsupervised-clustering
Language:Jupyter Notebook 7
erayyildiz / PersonalizedPageRankForCategorization
Unsupervised categorization of customer reviews into aspect categories using Personalized Page Rank
pagerank-algorithm personalized-pagerank aspect-category text-categorization unsupervised-clustering customer-review-categorization graph
Language:Jupyter Notebook 7
janelleszary / intuiShop
Short project completed at Insight Data Science as part of a consulting project with an e-commerce fashion company. Uses neural networks to embed text and images into high-d feature space in order to perform classification, and new-cluster discovery. Also prototypes an idea for recommendations.
classification deep-learning fashion unsupervised-clustering
Language:Jupyter Notebook 7
zcebeci / fcvalid
Internal Validity Indexes for Fuzzy and Possibilistic Clustering
clustering clustering-analysis validation validity-indices fuzzy-internal-indexes fuzzy-cmeans-clustering fuzzy-clustering-analyses fuzzy-possibilistic-cmeans possibilistic-clustering-algorithms validate fcm pcm unsupervised-learning unsupervised-machine-learning unsupervised-clustering cluster-analysis number-of-clusters clustering-evaluation clustering-validation clustering-benchmarks
Language:R 7
ricardozacarias / nyc-crime-ML
Forecasting and spatio-temporal clustering of criminal activity in NYC.
machine-learning unsupervised-clustering arima-forecasting exploratory-data-analysis statistics baseline-algorithm geographical-information-system geopandas geoclustering
Language:Jupyter Notebook 5
paresh-bhagat / Biomedical-Image-Processing
Segmentation of Brain tumor from noisy images using various Filters and Segmentation algorithms using Matlab.
kmeans-clustering-algorithm matlab otsu-thresholding filtering regiongrowing segmentation unsupervised-clustering activecontours fuzzycmeans gaussian-mixture-models
Language:MATLAB 4
yousefkotp / Network-Anomaly-Detection
This project focuses on network anomaly detection due to the exponential growth of network traffic and the rise of various anomalies such as cyber attacks, network failures, and hardware malfunctions. This project implement clustering algorithms from scratch, including K-means, Spectral Clustering, Hierarchical Clustering, and DBSCAN
anomaly anomaly-clustering anomaly-detection anomaly-detection-algorithm clustering clustering-algorithm db-scan dbscan dbscan-clustering dendogram density-based-clustering hierarchical-clustering k-means k-means-clustering k-means-implementation-in-python spectral-clustering spectral-embedding unsupervised-clustering unsupervised-machine-learning network-anomaly
Language:Jupyter Notebook 4

unsupervised-clustering

wq2012 / SpectralCluster

MouseLand / rastermap

janghyuncho / PiCIE

mcychan / nQuantCpp

erdogant / clusteval

CarsonScott / HSOM

TheDatumOrg / kshape-matlab

GoGoDuck912 / pytorch-vector-quantization

HongJea-Park / robust_EM_for_gmm

mohammadhashemii / Web-Crawler-Detection

orrorcol / soinn

mlbio-epfl / hume

mthiboust / somap

tony-coder / 2020-FC-Unsupervised-Classification-System-for-FintechEnterprises

zyuan-astro / StarGO-OC

creinders / ClusteringAlgorithmsFromScratch

Mike-Schmidt-Avemac / ai-email-insights

Stuart-D-King / homer_segmentation

uttej2001 / Anomaly-Logs-Detection

AjinkyaGhadge / PCA-from-scratch-in-Python

gsarti / cancer-detection

mcychan / nQuantGpp

NikhilGupta1997 / Data-Mining-Algorithms

SiamakGhodsi / iFairNMTF

havelhakimi / seeds

RoryQo / Country-Needs-Assessment-for-Humanitarian-Aid-Challenge

AAndonio / Unsupervised-Feature-Selection-NDFS

anshul1004 / TweetsClustering

charmichokshi / Unsupervised-Image-Segmentation-Algorithms

DaniJonesOcean / GMM_example

erayyildiz / PersonalizedPageRankForCategorization

janelleszary / intuiShop

zcebeci / fcvalid

ricardozacarias / nyc-crime-ML

paresh-bhagat / Biomedical-Image-Processing

yousefkotp / Network-Anomaly-Detection