silhouette-score

There are 0 repository under silhouette-score topic.

PacktWorkshops / The-Machine-Learning-Workshop
An interactive approach to understanding Machine Learning using scikit-learn
mean-shift dbscan-clustering k-means-clustering silhouette-score calinski-harabaz-score naive-bayes-algorithm support-vector-machine artificial-neural-networks
Language:Jupyter Notebook 31
giuliano-macedo / clusopt_core
Clustream, Streamkm++ and metrics utilities C/C++ bindings for python
data-stream clustering streamkm clustream distance-matrix silhouette-score python-package python-bindings
Language:C++ 15
rochitasundar / Stock-clustering-using-ML
The project involves performing clustering analysis (K-Means, Hierarchical clustering, visualization post PCA) to segregate stocks based on similar characteristics or with minimum correlation. Having a diversified portfolio tends to yield higher returns and face lower risk by tempering potential losses when the market is down.
scipy-library sklearn-library standardscaler k-means-clustering elbow-plot silhouette-score agglomerative-clustering dendrogram linkage-analysis cophenetic-distance principal-component-analysis
Language:Jupyter Notebook 12
Battle-of-Neighborhoods-Chennai
rohithaug / Battle-of-Neighborhoods-Chennai
Capstone Project for the IBM Professional Certificate on Coursera
capstone coursera ibm python machine-learning chennai toronto data-analysis silhouette-score data-science foursquare-api
Language:Jupyter Notebook 9
maxschelski / pytorch-cluster-metrics
Pytorch implementation of standard metrics for clustering
pytorch silhouette-score
Language:Python 7
sidharth178 / Mall-Customers-Segmentation
This case requires to develop a customer segmentation to understand customer's behaviour and separate them in different groups according to their preferences, and once the division is done, this information can be given to marketing team so they can plan the strategy accordingly.
clustering kmeans agglomerative gaussian-mixture-models dbscan silhouette-score
Language:Jupyter Notebook 6
rajeshidumalla / K-Means-PCA-the-Breast-Cancer-Wisconsin-dataset
K-means is a least-squares optimization problem, so is PCA. k-means tries to find the least-squares partition of the data. PCA finds the least-squares cluster membership vector.
data-science machine-learning kmeans-clustering pca breast-cancer-prediction spark pandas python silhouette-score
Language:Jupyter Notebook 4
sanketmaneDS / Principal_Component_Analysis
This repository contains introductory notebooks for principal component analysis.
elbow-method principal-component-analysis silhouette-score
Language:Jupyter Notebook 4
alex-j-b / HAC-Text-Clustering
It's the HAC algorithm that Im using to sort newspaper articles by news. You can adapt it to pretty much any type of text.
clustering-algorithm text-clustering hac hierarchical-clustering kmeans kmeans-clustering kmeans-algorithm silhouette-score news newspaper
Language:Python 3
evgenygrobov / Customer_clustering.
Clustered customers into distinct groups based on similarity among demographical and geographical parameters. Applied PCA to dispose insignificant and multi correlated variances. Defined optimal number of clusters for K-Means algorithm. Used Euclidian distance as a measure between centroids.
pca clusters euclidean-distance scikit-learn silhouette-score profiling
Language:Jupyter Notebook 3
shanuhalli / Assignment-Clustering
Perform Clustering (Hierarchical, K Means Clustering and DBSCAN) for the airlines and crime data to obtain optimum number of clusters. Draw the inferences from the clusters obtained.
clustering data-preprocessing dbscan-clustering dendogram dimensionality-reduction elbow-method exploratory-data-analysis hirarchical-clustering k-means-clustering min-max-scaler silhouette-score standard-scaler assignment-07
Language:Jupyter Notebook 3
g4lius / rfm-customer-profiling
A customer profiling project based on RFM (Recency, Frequency, Monetary) analysis using a dataset from an online retail company in the United Kingdom. The aim is to identify customer habits and create personalized marketing strategies for targeted advertising.
clustering-algorithm dataset elbow-method outlier-detection pandas python scatter-plot scikit-learn silhouette-score
Language:Python 2
laurenemilyto / cryptocurrency-clusters
Cryptocurrency classification system using dimensionality reduction with PCA & t-SNE and cluster analysis with K-Means
python k-means-clustering pca t-sne unsupervised-learning sklearn silhouette-score machine-learning correlation-matrix
Language:Jupyter Notebook 2
rmerzouki / ml
Best Clustering using silhouette_score
clustering-evaluation silhouette-score unlabeled-data machine-learning unsupervised-learning
Language:Jupyter Notebook 2
sanketmaneDS / Clustering
This repository contains introductory notebook for clustering techniques like k-means, hierarchical and DB SCAN
db-scan dendrogram hierarchical-clustering k-means-clustering silhouette-score
Language:Jupyter Notebook 2
Sanky18 / Optimal-Location-Selection-for-a-New-Restaurant-in-Chennai
This project aims to assist stakeholders in selecting an optimal location for a new restaurant in Chennai, Tamil Nadu, India.
clustering dataanalysis geocoder kmeans-clustering machine-learning numpy pandas-python silhouette-score unsupervised-learning webscraping
Language:Jupyter Notebook 2
ShiouLu / Customer-Segmentation-of-Retail-Industry
To perform customer segmentation using Python unsupervised learning model
kmeans-clustering machine-learning-algorithms python3 silhouette-score segmentation
Language:Jupyter Notebook 2
aisyahaini / klastering-kmeans
Clustering K-Means with Streamlit App Deployment
clustering k-means-clustering python silhouette-index silhouette-score sillh streamlit
Language:Python 1
alokthakur93 / Customer-Personality-Analysis-Clustering-
Customer segmentation using clustering
clustering-algorithm k-means-clustering silhouette-score customer segmentation
Language:Jupyter Notebook 1
bushra-ansari / E-Commerce-Customer-Segmentation-by-KMeans-Clustering
Given the e-commerce data, k-means clustering algorithm is used to cluster customers with similar interest. The data was collected from a well known e-commerce website over a period of time based on the customer’s search profile.
clusters dummy-categories kmeans-clustering silhouette-score unsupervised-clustering unsupervised-learning
Language:Jupyter Notebook 1
ccmkaaa / Python-Analysis-Clusterization-and-Classification
Iris dataset
classification clustering dbscan-clustering k-means-clustering python bootstrap cross-validation-score elbow-method iris-dataset jackknife optics-clustering random-forest random-forest-classifier silhouette-score spectral-clustering svm-classifier
Language:Jupyter Notebook 1
Cintia0528 / Data_Science-Unsupervised_Machine_Learning
I aim to automate playlist creation for Moosic, a startup known for manual curation, using Machine Learning, while addressing skepticism about the ability of audio features to capture playlist "mood."
data data-preprocessing data-scaling data-science data-visualization datacleaning elbow-method kclustering machine-learning pandas python silhouette-score unsupervised-machine-learning
Language:Jupyter Notebook 1
domingosdeeulariadumba / kleanee_ClusteringAnalysis_pt2
It's the continuation of my kleanee_ClusteringAnalysis project, in which I include the Silhouette Method for KMeans Clustering.
cluster-analysis elbow-method kmeans-clustering python silhouette-score
Language:Jupyter Notebook 1
exelero565 / DS_Project_6
кластеризация клиентов на основе их покупательской способности
agglomerativeclustering colab-notebook datetime gaussianmixture-clustering kmeans matplotlib metrics pca pipeline seaborn tsne gridsearchcv logisticregression silhouette-score classification clasterization
Language:Jupyter Notebook 1
jermynyeo / Predict-Automobile-Insurance-Prices
All-in-1 notebook which applies different clustering (K-means, hierarchical, fuzzy, optics) and classification (AdaBoost, RandomForest, XGBoost, Custom) techniques for the best model.
k-means-clustering hierarchical-clustering fuzzy-clustering optics-clustering adaboost-classifier random-forest xg-boost silhouette-score
Language:Jupyter Notebook 1
marayyy / E-Commerce-Customer-Segmentation
The purpose of this project is to create customer segmentations by using similarity between products purchased between the users by using Natural Language Processing techniques and Clustering
kmeans-clustering machine-learning silhouette-score
Language:Jupyter Notebook 1
matheusventurads / loyalty-clustering-programm
Clustering Clients for Insiders Loyalty Program.
aws-ec2 aws-rds aws-s3 clustering clustering-algorithm dbscan gaussian-mixture-models hierarchical-clustering kmeans-clustering papermill powerbi silhouette-score power-bi data-science
Language:Jupyter Notebook 1
mrafifrbbn / airline-customer-segmentation
An end-to-end project on clustering (unsupervised ML)
cluster-analysis clustering elbow-method kmeans machinelearning silhouette-score unsupervised-learning
Language:Jupyter Notebook 1
raviatkumar / Netflix-Movies-and-TV-Shows-Clustering
Based on a user's preferred movie or TV show, Unsupervised Machine Learning-Netflix Recommender suggests Netflix movies and TV shows. These suggestions are based on a K-Means Clustering model. These algorithms base their recommendations on details about movies and tv shows, such as their genres and description.
elbow-method kmeans-clustering silhouette silhouette-score unsupervised-machine-learning hirearchical-clustering
Language:Jupyter Notebook 1
RimTouny / Advanced-NLP-Powered-Sentiment-Analysis-for-E-commerce-Enhancement
Using NLP and a smart chatbot, this project gauges customer sentiments online, offering customization and real-time feedback. Employing TF-BOW-LDA and ML models, it empowers e-commerce decisions, culminating in an NLP course at uOttawa in 2023.
nlp sentiment-analysis bag-of-words bow classfication clustering hierarchica k-means latent-dirichlet-allocation lda lemmatization logistic-regression modeling random-forest silhouette-score svm term-frequency-inverse-document-frequency tf-idf wordclould gaussian-navie-bayes
Language:Jupyter Notebook 1
SaadTariq01DataAnalyst / Employee-Segmentation-on-Absenteesim
The goal of this project is to use clustering techniques to segment employees based on their absenteeism patterns and provide insights that can help organizations to reduce absenteeism and improve employee productivity.
data-preprocessing data-science dbscan-clustering elbow-method hierarchical-clustering k-means-clustering machine-learning-algorithms silhouette-score
Language:Jupyter Notebook 1
sailyshah / Clustering-of-countries
The objective of this project is to categorise the countries using some socio-economic and health factors that determine the overall development of the country and then accordingly suggest the NGO the country which is in dire need of help.
clustering pca hopkins-statistic k-means-clustering hierarchical-clustering silhouette-score elbow-curves dendogram ngo
Language:Jupyter Notebook 1
SmartNamDevoloper / Clustering_Countries
This project demonstrates a Clustering Model using Python. An international humanitarian NGO that is committed to fighting poverty and providing the people of backward countries with basic amenities and relief during the time of disasters and natural calamities. It has been able to raise around $ 10 million. The model is needed to help decide how to use this money strategically and effectively. The significant issues that come while making this decision are mostly related to choosing the countries that are in the direst need of aid. The model is used to categorize the countries using some socio-economic and health factors that determine the overall development of the country.
sklearn kmeans-clustering hopkins silhouette-score elbow-plot linkage hierarchical-clustering univariate-analysis bivariate-analysis outlier-detection
Language:Jupyter Notebook 1
Taweilo / mall-customer-segmentation
Leverage unsupervised machine-learning techniques (K-means) to segment mall customers
cluster-analysis clustering elbow-method hierarchical-clustering k-means mall-customers segmentation silhouette-score unsupervised-learning
Language:Jupyter Notebook 1
VaishnaviThakre / Global-Terrorism-Clustering
This repository contains code for creating ml model for clustering
clustering kmeans kmeans-clustering pca silhouette-score global-terrorism-dataset
Language:Jupyter Notebook 1
y656 / Weather-data-clustering
This repository contains clustering techniques applied to minute weather data. It contains K-Means, Heirarchical Agglomerative clustering. I have applied various feature scaling techniques and explored the best one for our dataset
clustering-algorithm hierarchical-clustering kmeans-clustering matplotlib-pyplot pandas-dataframe seaborn-plots unsupervised-machine-learning kernelpca minmaxscaling outlier-detection pca robust-scaling standard-scaler truncated-svd dendrogram outliers-detection davies-bouldin elbow-plot silhouette-score
Language:Jupyter Notebook 1

silhouette-score

PacktWorkshops / The-Machine-Learning-Workshop

giuliano-macedo / clusopt_core

rochitasundar / Stock-clustering-using-ML

rohithaug / Battle-of-Neighborhoods-Chennai

maxschelski / pytorch-cluster-metrics

sidharth178 / Mall-Customers-Segmentation

rajeshidumalla / K-Means-PCA-the-Breast-Cancer-Wisconsin-dataset

sanketmaneDS / Principal_Component_Analysis

alex-j-b / HAC-Text-Clustering

evgenygrobov / Customer_clustering.

shanuhalli / Assignment-Clustering

g4lius / rfm-customer-profiling

laurenemilyto / cryptocurrency-clusters

rmerzouki / ml

sanketmaneDS / Clustering

Sanky18 / Optimal-Location-Selection-for-a-New-Restaurant-in-Chennai

ShiouLu / Customer-Segmentation-of-Retail-Industry

aisyahaini / klastering-kmeans

alokthakur93 / Customer-Personality-Analysis-Clustering-

bushra-ansari / E-Commerce-Customer-Segmentation-by-KMeans-Clustering

ccmkaaa / Python-Analysis-Clusterization-and-Classification

Cintia0528 / Data_Science-Unsupervised_Machine_Learning

domingosdeeulariadumba / kleanee_ClusteringAnalysis_pt2

exelero565 / DS_Project_6

jermynyeo / Predict-Automobile-Insurance-Prices

marayyy / E-Commerce-Customer-Segmentation

matheusventurads / loyalty-clustering-programm

mrafifrbbn / airline-customer-segmentation

raviatkumar / Netflix-Movies-and-TV-Shows-Clustering

RimTouny / Advanced-NLP-Powered-Sentiment-Analysis-for-E-commerce-Enhancement

SaadTariq01DataAnalyst / Employee-Segmentation-on-Absenteesim

sailyshah / Clustering-of-countries

SmartNamDevoloper / Clustering_Countries

Taweilo / mall-customer-segmentation

VaishnaviThakre / Global-Terrorism-Clustering

y656 / Weather-data-clustering