stochastic-gradient-descent

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Suji04 /ML_from_Scratch

Star293

Implementation of basic ML algorithms from scratch in python...

python linear-regression logistic-regression gradient-descent decision-tree-classifier youtube-channel stochastic-gradient-descent decision-tree-regression k-means-clustering knn-algorithm

UpdatedFeb 26, 2021
Jupyter Notebook

Python machine learning applications in image processing, recommender system, matrix completion, netflix problem and algorithm implementations including Co-clustering, Funk SVD, SVD++, Non-negative Matrix Factorization, Koren Neighborhood Model, Koren Integrated Model, Dawid-Skene, Platt-Burges, Expectation Maximization, Factor Analysis, ISTA, F…

naive-bayes expectation-maximization support-vector-machine ridge-regression expectation-maximization-algorithm factor-analysis dbscan em-algorithm linear-discriminant-analysis stochastic-gradient-descent latent-semantic-analysis lasso-regression multinomial-naive-bayes singular-value-decomposition batch-gradient-descent sequential-minimal-optimization newton-method low-rank-approximation independent-component-analysis k-nearest-neighbors

UpdatedDec 16, 2022
Jupyter Notebook

hiroyuki-kasai /SGDLibrary

Star225

MATLAB/Octave library for stochastic optimization algorithms: Version 1.0.20

machine-learning big-data optimization matlab linear-regression machine-learning-algorithms sgd classification logistic-regression gradient optimization-algorithms online-learning gradient-descent-algorithm variance-reduction stochastic-gradient-descent newtons-method stochastic-optimization-algorithms quasi-newton softmax-classification svrg

UpdatedMay 11, 2023
MATLAB

gyrdym /ml_algo

Sponsor

Star192

Machine learning algorithms in Dart programming language

dart classifier data-science machine-learning algorithm linear-regression machine-learning-algorithms regression hyperparameters sgd logistic-regression softmax-regression dartlang stochastic-gradient-descent softmax lasso-regression batch-gradient-descent mini-batch-gradient-descent softmax-classifier softmax-algorithm

UpdatedSep 7, 2024
Dart

lixilinx /psgd_torch

Star169

Pytorch implementation of preconditioned stochastic gradient descent (Kron and affine preconditioner, low-rank approximation preconditioner and more)

deep-learning pytorch lie-groups optimization-algorithms stochastic-gradient-descent preconditioner low-rank-approximation kronecker-factored-approximation second-order-optimization affine-group hessian-vector-product

UpdatedDec 14, 2024
Python

aditya9211 /Blur-and-Clear-Classification

Star124

Classifying the Blur and Clear Images

python machine-learning computer-vision neural-network image-processing neural-networks image-classification artificial-neural-networks ann backpropagation neural-nets median-filter stochastic-gradient-descent classification-algorithm blur-detection grayscale-images blurred-images softmax-layer laplace-smoothing clear-images

UpdatedOct 3, 2023
Python

hiroyuki-kasai /RSOpt

Star64

Riemannian stochastic optimization algorithms: Version 1.0.3

machine-learning big-data optimization machine-learning-algorithms constrained-optimization sgd manifold nonlinear-optimization optimization-algorithms large-scale-learning online-learning stochastic-optimizers variance-reduction stochastic-gradient-descent nonlinear-optimization-algorithms stochastic-optimization riemannian-manifold riemannian-optimization non-convex-optimization

UpdatedJan 5, 2023
MATLAB

mynkpl1998 /Deep-Learning-Optimization-Algorithms

Star57

Visualization of various deep learning optimization algorithms using PyTorch automatic differentiation and optimizers.

deep-learning python3 pytorch adadelta optimization-algorithms convex-optimization stochastic-gradient-descent saddlepoint-approximation adamoptimizer non-convex-optimization

UpdatedJun 21, 2018
Jupyter Notebook

DylanMuir /fmin_adam

Star56

Matlab implementation of the Adam stochastic gradient descent optimisation algorithm

optimization matlab gradient-descent optimization-algorithms stochastic-gradient-descent

UpdatedFeb 22, 2017
MATLAB

polyfem /polysolve

Star51

Easy-to-use linear and non-linear solver

wrapper newton cpp eigen pardiso suitesparse solvers nonlinear-optimization adam stochastic-gradient-descent linear-solvers linesearch hypre iterative-solvers amgcl lbfgs-optimizer

UpdatedFeb 3, 2025
C++

mahdihosseini /RMSGD

Star45

Exploiting Explainable Metrics for Augmented SGD [CVPR2022]

deep-learning pytorch convolutional-neural-networks stochastic-gradient-descent

UpdatedApr 3, 2022
Python

qandeelabbassi /python-svm-sgd

Star36

Python implementation of stochastic sub-gradient descent algorithm for SVM from scratch

python machine-learning numpy pandas support-vector-machines stochastic-gradient-descent

UpdatedJun 15, 2020
Python

hiroyuki-kasai /OLSTEC

Star36

OnLine Low-rank Subspace tracking by TEnsor CP Decomposition in Matlab: Version 1.0.1

machine-learning machine-learning-algorithms matrix-factorization tensor online-learning background-subtraction matrix-completion tensor-decomposition subspace-learning low-rank-factorization gradient-descent-algorithm stochastic-gradient-descent cp-decomposition large tensor-cp-decomposition grasta grouse petrels sequential-data-analysis

UpdatedJan 13, 2023
MATLAB

ChunyuanLI /pSGLD

Star35

AAAI & CVPR 2016: Preconditioned Stochastic Gradient Langevin Dynamics (pSGLD)

mcmc stochastic-gradient-descent preconditioner sampling-methods

UpdatedSep 16, 2018
MATLAB

lixilinx /psgd_tf

Star34

Tensorflow implementation of preconditioned stochastic gradient descent

deep-learning tensorflow lie-groups optimization-algorithms stochastic-gradient-descent preconditioner low-rank-approximation second-order-optimization affine-group hessian-vector-product

UpdatedNov 23, 2023
Python

xcsf-dev /xcsf

Star31

XCSF learning classifier system: rule-based online evolutionary machine learning

machine-learning reinforcement-learning neuroevolution artificial-intelligence least-squares genetic-programming neural-networks supervised-learning evolutionary-algorithms unsupervised-learning online-learning learning-classifier-systems stochastic-gradient-descent divide-and-conquer rule-based xcs xcsf

UpdatedMar 17, 2025
C

sibirbil /SMB

Star26

Stochastic gradient descent with model building

machine-learning deep-learning second-order stochastic-gradient-descent model-building convergence-analysis

UpdatedFeb 15, 2023
Python

harshraj11584 /Paper-Implementation-Overview-Gradient-Descent-Optimization-Sebastian-Ruder

Star24

[Python] [arXiv/cs] Paper "An Overview of Gradient Descent Optimization Algorithms" by Sebastian Ruder

adadelta momentum gradient-descent optimization-methods optimization-algorithms adam adagrad rmsprop gradient-descent-algorithm stochastic-optimizers stochastic-gradient-descent gradient-boosting adam-optimizer adamax stochastic-optimization batch-gradient-descent nesterov-accelerated-sgd amsgrad nesterov-momentum nadam

UpdatedMar 23, 2019
Python

evarae /CNN_Tutorial

Star23

Hi! Thanks for checking out my tutorial where I walk you through the process of coding a convolutional neural network in java from scratch. After building a network for a university assignment, I decided to create a tutorial to (hopefully) help others do the same and improve my own understanding of neural networks.

java machine-learning tutorial ai neural-network machine-learning-algorithms artificial-intelligence mnist neural-networks convolutional-layers mnist-classification mnist-dataset image-classification image-recognition convolution convolutional-neural-networks convolutional-neural-network maxpooling stochastic-gradient-descent

UpdatedApr 21, 2022
Java

wajidarshad /LUPI-SVM

Star22

SVM with Learning Using Privileged Information (LUPI) framework

machine-learning svm artificial-intelligence pattern-recognition proteomics protein-protein-interaction stochastic-gradient-descent lupi pegasos

UpdatedNov 16, 2018
Python

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