gaussian-mixture-models

Decision Trees, Random Forest, Dynamic Time Warping, Naive Bayes, KNN, Linear Regression, Logistic Regression, Mixture Of Gaussian, Neural Network, PCA, SVD, Gaussian Naive Bayes, Fitting Data to Gaussian, K-Means

neural-network random-forest linear-regression machine-learning-algorithms naive-bayes-classifier supervised-learning gaussian-mixture-models logistic-regression kmeans decision-trees knn principal-component-analysis dynamic-time-warping kmeans-clustering em-algorithm kmeans-algorithm singular-value-decomposition knn-classification gaussian-classifier value-iteration-algorithm

UpdatedMay 15, 2017
MATLAB

omerbsezer /Generative_Models_Tutorial_with_Demo

Star339

Generative Models Tutorial with Demo: Bayesian Classifier Sampling, Variational Auto Encoder (VAE), Generative Adversial Networks (GANs), Popular GANs Architectures, Auto-Regressive Models, Important Generative Model Papers, Courses, etc..

tutorial generative-adversarial-network dcgan generative-model gaussian-mixture-models auto-regressive-model gans bayesian-classifiers variational-inference tutorial-code variational-autoencoder cyclegan

UpdatedJan 21, 2019
Jupyter Notebook

cqcn1991 /Wind-Speed-Analysis

Star333

An elegant probability model for the joint distribution of wind speed and direction.

gaussian-mixture-models wind-speed

UpdatedJan 13, 2018
HTML

gionanide /Speech_Signal_Processing_and_Classification

Star252

Front-end speech processing aims at extracting proper features from short- term segments of a speech utterance, known as frames. It is a pre-requisite step toward any pattern recognition problem employing speech or audio (e.g., music). Here, we are interesting in voice disorder classification. That is, to develop two-class classifiers, which can…

nlp classifier natural-language-processing feature-extraction nltk gaussian-mixture-models support-vector-machines mfcc principal-component-analysis speech-processing linear-discriminant-analysis isomap spectral-clustering long-short-term-memory kernel-pca spectral-embedding locally-linear-embedding linear-prediction-coefficients speech-utterance

UpdatedMar 3, 2023
Python

SuperKogito /Voice-based-gender-recognition

Sponsor

Star218

🔉 👦 👧Voice based gender recognition using Mel-frequency cepstrum coefficients (MFCC) and Gaussian mixture models (GMM)

data-science machine-learning scikit-learn voice speech gaussian-mixture-models signal gender-recognition gender gmm mfcc speaker gender-classification vocal gender-recognition-by-voice gender-detection mel-frequencies scikit-learn-python

UpdatedJul 6, 2023
Python

AlexanderFabisch /gmr

Sponsor

Star196

Gaussian Mixture Regression

python machine-learning regression gaussian-mixture-models

UpdatedAug 13, 2025
Python

wentaoyuan /deepgmr

Star161

PyTorch implementation of DeepGMR: Learning Latent Gaussian Mixture Models for Registration (ECCV 2020 spotlight)

gaussian-mixture-models point-cloud-registration 3d-computer-vision

UpdatedNov 23, 2020
Python

sandipanpaul21 /Clustering-in-Python

Star134

Clustering methods in Machine Learning includes both theory and python code of each algorithm. Algorithms include K Mean, K Mode, Hierarchical, DB Scan and Gaussian Mixture Model GMM. Interview questions on clustering are also added in the end.

python clustering gaussian-mixture-models clustering-algorithm dbscan kmeans-clustering clustering-evaluation hierarchical-models hierarchical-clustering dbscan-clustering kmeans-algorithm clustering-coefficient clustering-validation clustering-methods dendogram dbscan-algorithm kmeans-analysis dbscan-clusters dbscan-clustering-algorithm k-mode

UpdatedAug 7, 2024
Jupyter Notebook

Ransaka /GMM-from-scratch

Star132

The only guide you need to learn everything about GMM

generative-model gaussian-mixture-models python-3

UpdatedDec 4, 2024
Jupyter Notebook

Mayurji /MLWithPytorch

Star129

Objective of the repository is to learn and build machine learning models using Pytorch. 30DaysofML Using Pytorch

machine-learning linear-regression machine-learning-algorithms python3 pytorch naive-bayes-classifier pca-analysis gaussian-mixture-models logistic-regression decision-trees ridge-regression naive-bayes-algorithm kmeans-clustering svm-classifier lasso-regression knn-classification pytorch-implementation tfidf-vectorizer adaboost-algorithm

UpdatedDec 15, 2021
Python

borchero /pycave

Sponsor

Star128

Traditional Machine Learning Models for Large-Scale Datasets in PyTorch.

markov-model machine-learning pytorch gaussian-mixture-models kmeans pytorch-lightning

UpdatedOct 20, 2025
Python

jonasrothfuss /fishervector

Star104

Improved Fisher Vector Implementation- extracts Fisher Vector features from your data

machine-learning computer-vision gaussian-mixture-models fisher-vectors

UpdatedJun 17, 2024
Python

mr-easy /GMM-EM-Python

Star81

Python implementation of EM algorithm for GMM. And visualization for 2D case.

visualization machine-learning-algorithms expectation-maximization gaussian-mixture-models expectation-maximization-algorithm gmm-clustering

UpdatedApr 24, 2023
Jupyter Notebook

jobovy /extreme-deconvolution

Star80

Density estimation using Gaussian mixtures in the presence of noisy, heterogeneous and incomplete data

python c machine-learning uncertainty gaussian-mixture-models density-estimation

UpdatedSep 8, 2025
Python

Xiaoyang-Rebecca /PatternRecognition_Matlab

Star73

Feature reduction projections and classifier models are learned by training dataset and applied to classify testing dataset. A few approaches of feature reduction have been compared in this paper: principle component analysis (PCA), linear discriminant analysis (LDA) and their kernel methods (KPCA,KLDA). Correspondingly, a few approaches of clas…

svm pca gaussian-mixture-models pattern-recognition lda gmm kpca

UpdatedJun 23, 2021
MATLAB

applied-geodesy /jag3d

Star67

Java·Applied·Geodesy·3D - Least-Squares Adjustment Software for Geodetic Sciences

java least-squares geodesy gaussian-mixture-models adjustment-computations regression-analysis geodesic-algorithm adjustment applied-geodesy geodetic-sciences

UpdatedNov 2, 2025
Java

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