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Qingsong Wang's Projects

adbench icon adbench

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

book icon book

Code for the book "Mathematical Introduction to Deep Learning: Methods, Implementations, and Theory"

bpsg-algorithm icon bpsg-algorithm

demo for "A Bregman stochastic method for nonconvex nonsmooth problem beyond global Lipschitz gradient continuity"

bpsge-algorithm icon bpsge-algorithm

demo for " A Bregman Proximal Stochastic Gradient Method with Extrapolation for Nonconvex Nonsmooth Problems“

d2l-zh icon d2l-zh

《动手学深度学习》:面向中文读者、能运行、可讨论。中英文版被55个国家的300所大学用于教学。

dlwpt-code icon dlwpt-code

Code for the book Deep Learning with PyTorch by Eli Stevens, Luca Antiga, and Thomas Viehmann.

ds-mvr-algorithm icon ds-mvr-algorithm

Demo for ``Accelerated Doubly Stochastic Gradient Descent for Tensor CP Decomposition''

fedstellar icon fedstellar

Fedstellar: A Platform for Decentralized Federated Learning

hfl_survey icon hfl_survey

Heterogeneous Federated Learning: State-of-the-art and Research Challenges

hysupp icon hysupp

An Open-Source Hyperspectral Unmixing Python Package

machine-learning-notes icon machine-learning-notes

My continuously updated Machine Learning, Probabilistic Models and Deep Learning notes and demos (2000+ slides) 我不间断更新的机器学习,概率模型和深度学习的讲义(2000+页)和视频链接

manopt icon manopt

Manopt, a Matlab toolbox for optimization on manifolds

mars icon mars

Сode for our paper MARS: Masked Automatic Ranks Selection in Tensor Decompositions

nipalm-algorithm icon nipalm-algorithm

Demo for ``A Generalized Inertial Proximal Alternating Linearized Minimization Method for Nonconvex Nonsmooth Problems''

nmd-ab icon nmd-ab

Alternating Bregman Algorithms for ReLU-based Regularized Matrix Factorization

nmd-tm icon nmd-tm

demo for "A Momentum Accelerated Algorithm for ReLU-based Nonlinear Matrix Decomposition"

onmf_ontf_ndl icon onmf_ontf_ndl

Online Matrix/Tensor Factorization and applications to Network Dictionary Learning and images

pml-book icon pml-book

"Probabilistic Machine Learning" - a book series by Kevin Murphy

prmlt icon prmlt

Matlab code of machine learning algorithms in book PRML

pymanopt icon pymanopt

Python toolbox for optimization on Riemannian manifolds with support for automatic differentiation

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